{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# BrightnessContrast Example"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This example demonstrates usage of `brightness_contrast` operator.\n",
    "\n",
    "## Brighness and Contrast Adjustment\n",
    "\n",
    "Brithness and contrast can be adjusted using three parameters:\n",
    "`contrast` - makes the dark parts darker and bright parts brighter while keeping the gray (at half dynamic range of the input type) constant,\n",
    "\n",
    "`brightness` - multiplies the intensities,\n",
    "\n",
    "`brightness_shift` - shifts the pixel intensities.\n",
    "\n",
    "The formula is given as:\n",
    "\n",
    "$$\n",
    "Out = brightness\\_shift \\cdot {Max}_{out} + brighness \\cdot ({contrast\\_center} + {contrast} \\cdot ({in} - {contrast\\_center}))\n",
    "$$\n",
    "\n",
    "\n",
    "where ${contrast\\_center}$ denotes a value that is unaffected by contrast changes; by default, it's at half of the input's dynamic range (e.g. 128 for `uint8`) and ${Max}_{out}$ is the maximum positive value of the output type, for integer types, or 1 for floating point) - but it can also be specified as an argument for the operator.\n",
    "The operator can be used to adjust contrast and brighness as well as to compute negative images (`brightness = -1`, `brighness_shift = 1`).\n",
    "\n",
    "\n",
    "## Step-by-Step Guide\n",
    "1. Let's start from importing necessary modules (and DALI itself).\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from nvidia.dali import pipeline_def\n",
    "import nvidia.dali.fn as fn\n",
    "import nvidia.dali.types as types\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "batch_size = 10\n",
    "image_filename = \"../data/images\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `batch_size` is bigger than one to make it easier to switch images at the end of the example.\n",
    "\n",
    "2. Next, let's implement the pipelines. We've presented 2 versions of a pipeline. The CPU one does all the processing (i.e. reading file, decoding it and brightness/contrast manipulation) on the CPU, while the other pipeline conducts these operations on the GPU."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "@pipeline_def()\n",
    "def bc_cpu_pipeline():\n",
    "    files, labels = fn.readers.file(file_root=image_filename)\n",
    "    images = fn.decoders.image(files)\n",
    "    converted = fn.brightness_contrast(\n",
    "        images, brightness_shift=0.3, contrast=0.4, contrast_center=100\n",
    "    )\n",
    "    return images, converted\n",
    "\n",
    "\n",
    "@pipeline_def()\n",
    "def bc_gpu_pipeline():\n",
    "    files, labels = fn.readers.file(file_root=image_filename)\n",
    "    images = fn.decoders.image(files, device=\"mixed\")\n",
    "    converted = fn.brightness_contrast(\n",
    "        # increase contrast  # invert...\n",
    "        images,\n",
    "        contrast=1.5,\n",
    "        brightness_shift=1,\n",
    "        brightness=-1,\n",
    "    )  # ...colors\n",
    "    return images, converted"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The function below is used to actually display result of manipulation. Since the pipelines we set up return 2 outputs: modified image and original image, the function aquires both of them from the output and displays them. Additional flag (`cpu`) is specified, to determine, whether the pipeline output comes from CPU or GPU. In the latter case, we have to tell the output, to return a CPU-accessible copy of the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def display(output, cpu=True):\n",
    "    i = 2  # Tweak that to have various images from batch\n",
    "    img1 = output[0].at(i) if cpu else output[0].as_cpu().at(i)\n",
    "    img2 = output[1].at(i) if cpu else output[1].as_cpu().at(i)\n",
    "    fig, ax = plt.subplots(1, 2)\n",
    "    ax[0].imshow(img1)\n",
    "    ax[1].imshow(img2);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "3. Now let's just build the pipelines, run them and display the results. First the GPU one:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "pipe_gpu = bc_gpu_pipeline(batch_size=batch_size, num_threads=1, device_id=0)\n",
    "pipe_gpu.build()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "gpu_output = pipe_gpu.run()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(gpu_output, cpu=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "4. And the CPU:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "pipe_cpu = bc_cpu_pipeline(batch_size=batch_size, num_threads=1, device_id=0)\n",
    "pipe_cpu.build()\n",
    "cpu_output = pipe_cpu.run()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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NaDKpcwCuVSepBPgmcSnBBaj1LkQRDfD6GozntIlASlVz53N4nucDwrUIEYA8Ae4N1djy6W/jSZ/Q8fYYCzTQ/Vv6+z7P97Tw/uS3Jzn4d0b4DwS4g8c7QEisDwCMdWhdD12cEElDIiX9pMNSmqLqSoBxNWE47LG8NGTY6eEjQzetE3T9AU4aXGXqpFQFlhOeqvceIySZ88yyiqNpwaiSxDoirjlua0OJZVY55GibM7GjmI5YTR3CepYf2eLedMytWwdolaF1hIoV6+srPHR+i043QUqwRnJvd8KtW7f5wuc/Rz6dEAOpFCRGsLV1jsefepzj4yPy0QzTmTE63uWpp55i53DCD7zwCTaPj7l+8zaysiTSs3O4y0//6MeZ8Ql+6Vf/PVKscHBwwGQyocxKokjRiTqgJT5SZEWBjBNEw4NLiZYhZJVSohH4uEliCXzNg1trwYLzNQMrqLnfEC20tI6WKBnhnSQArp97+7VHrxaiAYFoPfqGR20SavcnwBaTzgBOzg2P8BKY8/sNxymbSpL3UzyACGl272pQagycQgqPEhApTWxUU/lL5SriWJPEEbHWeOnRqv59zuOFa8uBfQ18JzxVD04IrPcY4yiMpXICKcIYLFZqGOcRZUZHeqwpSVQwFvGwQ1ZpxLSgFCZw4UqQpgmDXqemZsA5QZZXTKdTtu/exZoKCSghUB66SZel5WXKssCWBq8MZZmzvLJMXhjWNlYpy5LJdArOo4CszLh0bgPDJq9dvoogpigKqsrUzoVASx24bx10VCgFfqFyJbwJ7wHqqDb4MbXT0kSzYUSgTqS62lC0HL6sgd3PIzFPwKETCeQGfduojXC/iXkM5+9LEM+NT71f4dv9NBFqczt4P6cp3021PxDg7n0Tyvi6jMjPb/QFvhdAaYmKI84qSafTYVLNWFtbo9vtEnVTOk11iTN4bOCZvccbiykrCle2HDKA1jFGCJyMyCrLau7IbIRzlkhFLb3hvYfScG3/Otcvf4OzGxuonqLf73N8uMNHnniKRzbP8cbNW1zf2+di/xwO6MSw1EuwWvCNb77B//XL/wElQSlBIgTZ6IjzFy/x9OPn2dnZ4Usvfo3NzU1WhyuMJhmVcdy8dYdzDz/B57/wJ5w7d46NM5tESnOwe5e19XVEWcAk47/5mb/Pv/3N36GfSG7dqdjPZhBFzGYzkm6n9mJES3csctvhmrkQotdUTQDlk16zt/4+/r1VOaQUOOGRMiivRLalcs65lo90zr2FooG50W0ig8WqnsUKnHmt/IKndN++Fnn6+1yd903mBE0wPQ2tJeubVyiIZExXCLTSVM6QJilaa6RWgbdWtefPvGixAXfrbeDQm+NJGdYSEuM8ifUYHypQpJDBE63pGqxnnE+YjPbpph2kluhIUxYZa8srDDtdjqdTxnlBX3fxgFYQR4Eu2j8YceXNa4GbFgKJwFYFvf6AlaUeWZaxs79HJ+2QxAllFSp7ppMZ3eEy97Z36Pa6pJ0OUkiKfEYqU7AWKsszjz3O1Ru3iJRgMnMUuQE0xoRigneio1sP3tf8tmDhtzfj4t5228WSwyZf2xD8gjqZ2hqK+h46ET0tbF6XR87zRXMPfx5FLID8Im63IN+ELU2V27vLBwLcWQRQII5CHfRi4q71MIRFahj0e3SimInJSbodkiQhimNABi+0trbeutpqgiTU9zblRWG/JZGMqahQ3jPo9kIVjBBESmNtqPM9PDzk3te/QCc75OM/9Alu3bnNtctX+NR/8ZOI7W2+9fJLrK4uk/qcp89vsXt8TH95la2VPrdv3+A3/+PvMBoZliONk4LVtWXKbIaJJFpYLl+/RRx1KArHy6/eZKW/zfrqkB/6wRc4s7XGtCjZ3Fgmz0b0el0uPHKJ7kqX7PgYlxV0pzOmk4r/7r/+e/zhF77I62+ucPnmLW7d3WN5eUDlLNY7IikpS3OCdzR2/tnLeS17o6QNl98q5qLyijl147wDArUmlMBZf8Jo25rKOVGrzpzXb0s9W1A/6ak3wH8/uEspW8WfOwi0x/oulEi+o4TfOY9ClJwnpBtutQ3dRdDTOIpCYtwZlNYnEp1zW+XqyRqe5n/B/b83GGuHQ+CJdISscyqyHhfnHEVRkh1so03B5plNprMp49GI8w9eJMtmHB0ckKQJyltWuh3ysiRKEjpxxHQ24caNW1SVI5ESLyBJE5wxOBkAcjSZIqXCWsHh0ZQkykiTmDNn1ul0U4x1pJ0Yayq01vSGfXSiMWUJxqKNwVSOZ558lHvbO6SjMaPJlOksJ46jdkKYFAsVNdTAWRcU1AuCFyxokdH5ObC/JRkvmn3NJ9yJmrtvVm0qaTwBfFsictEREQJvmyjgPnpm8VxrnFr8/n7dXaR9/Ik13yofCHB/izcnBUKreRlfE2q2IYsgjjVaSGzpkVrjAeM93ksEBikDEyxEXaolLAaDt6E6Jc9ziqLAVJaZcUzKEkSPpbVz6OEqnSTG14ZgdLDPS1/9Eu71F/nIh59mZ2eHzMHW+fNcvXGDP/7iFzm3scHSMOF4f5vNsxEfe+opJiZMROlFET/zU3+Tr371ZQ7GBXcPD9nYXCWbzrBFzqDb46uvvkKvUzGblhRFxdbmMmfOnSXppEynU9ZXlyit4fqVqxSzjMH6Ep1BD+VhzJQUCXaEyw740R/5S/z9n/l7/P4ff4Xf+f0/5FsvvYIWkBU5RZ7jPSRJRJ7nCKEoF+rjjQhVQEA9HvJtE5pzmdf1gwgeiggqLmuOWDUKWCdZ769ZbgB7PtnJ18v9wnnMt1kE90Udar5TTWhev3+//fYmMgXm0UbNyYZQfV45BAIpa6AWqp0A5Gr4Dkas+a01f1MnGHFBXytr60oUj/GeyjoQmjjpIuO0rRrxHsqi4HBvB3+0x9raClmWYTx0ej3GkwnbO9t00w5xrCiLjE5XsrGyQuXCsSMpefzSJXb3DilKy6wsSdMEawzeWiKt2T06JNIRprJY5+h0enR6XZTWmMqQpjHWOSbjMdYY4jRGRRrhoaJCI8CXeFtwbmuTxx9/lDv3drl15x6Hh0dIwFhT06ehNDY4CifnRXhEXZY6580XJxC9zci117q+4AvgW4/HIoteY5RY2Je7PxfS0obNLuXJY7yTAtXHXwR7eV9C+H75YIC7CLPBZG19rQzKjBQoVFtp4b2HJryXDqsMyht8CTNjsOMZyBgpHYoKicG7CmtKJIYyzxmNRhztH3Pnxj2+9cpr3Lpzh5u7u6RLK/zUp/8uj394meUkxZgwO/Xyt97g+ot/wofP91n/xPNsrK1we/+A5154jq7W/D+/8X/z137oEzhb8uo3v0HS7bF9+waDwYAKzR/+0R/x3PMf5d/+xq+xvLLO7sGI0eGMO3evs7m5xe7uHnGUsn00Ib+7y8byKj/yIz/CMBEIYTk82OH8+QeIki79VDNIInZv3Gb/tZdIl/pcunCRyk05PD7AlDmjUUF3MuXO9Tf52POf4M7NN3n18k0GvZglCaYqKbOC0WiEt5ZsNsMsTBJRKJRxtXdZ11LXXra1loUClZYX9wis86AE2lkEc+8/ER6XRMEzd2Gc2xmn3wZ2F+k4X5fENcvcIsfsT94e1lqQglhpIj2fIft+iW9/qQjJa2qcqD3AQKV42isifCiT8x6sxTiHF4Y2KiKU/4aIILy31lKVJUVeMptkHB0dMZnOmOYZKk649NCjLK3GxMrUuRTP6PCY8f4Oa92IdHODNI2Z5gVrK2toKblx/QrnzmyCdxwdHKC0JptOiKIIh+TevXusbaxz5fo1kiQlLyrKwjCbjUnTLnmeI6UiKysms5w0Sdja2iKuK16KIqPX7SGlRseCSEnyyZT8+BAVRwx6fVxpKMoC7wxl6dDKsDMZsbG+yXQ64mg0RUeSWCRBr4ylLMugr8a07Swg1MILX+tPPakImtJG/xZnodHtZgQbw9pUQEkRChGo7bRvt5snat9RwxdA+oSnzzu1IJmfF7UjJL8XOHeYh9DNib8tb7VwYzfg4YQDLKYomUwzDqeTduKLjiRUY8oiI5uOyaZTrl69xuuvXOG1l66gdYz1DpEmfOjZj7K0vor1hr3DPWxW8MU/+CNuvvIyP/1XPkq+f5uyn3KY9Xj0ub/MG9dv0I8jBqvnyIzhzrWrpIMlfuu3fo+94wP+x//hHJNpQSwFX/7CF9nbPeSNK3fQUYco6aLjhDcvX6EoLFJoSlOSJAlaa27evMlGP+LjP/aDCJdzZn2Ny5evcu7sGb70xS8w7PaYTY5ZXxlw4+WvsbH5ANI59nf3IB4ypWJ754j93/8cS70+a2e2mEyP0BqGgyGKhP7yFIDJZML23XtUVUWe5/UEmvmMYSPnIC6UxlemTTCHQZkrtLMWREjiaR1aKjT7CrRMXTbZVN04f4Jbv78qplkex9GJ74wxJ7ZpqJhFL01rTRRFxFHEu/s33wVpQfxdkmA1ZdDQKoGPr3lcG2rAC1MFX1HWHqircNZgqgprKsbjCUeHI44PRgipAkgoxerKOnGa4PHkRY63lp0795gcHnLp7DqmmGIjRWE0S+tnOR5PiJQkSnpY55lOxqgo5sbN2+RlwQ98+NkwM1sIdrd3yPOS0XiGkBpZ17qPRiOsC3MRmqhcCsl0MsFGks3zZ8BbOmnKaDSm2+2wu7Nde/glaRIxOdij0+mD92GeiIwxhHkr+Z27xDoi6XYwVYkQECcRIknRcQKAMRWz2ayuKJqX77a6I2qnQdRg7PxbosqGNPM+OJ/eNwGorJO2sh3fYCvms1gXufUWsFuXPbwoKU985/y8IqhZtshaAAi50MPqg07LhFlhgkiHqdgq1mitWwt5f31zO1tSSlSkA9g7y9HODlcuX+V4PMIKEEphqhnZbEI+nXLn9k3eeP0K3aRPHMfEcUyn16WzusL6xjLSeybHB3jv2b5+i5e+9HmevXiejrJsPfkk6WCJ4ZmLXL38BjfffIOz5y7w1DPPsLN9h0/+zb/FL/+fv8y13ZyPvvCD7Ewznnv2Q/zRV7/B0dGMtLdKz09xSAoTZiYeT6Zsbpzj6GgUwumqoqoqRqMRXa+pioytzSVef+0VsknF//Yrv8brd/fZznI2uz2e2Fzi0tkVjo9f5tlnHuXM+Qv89ue/ziNPPInWKctrZ9ne3uYvP/c0Z86fZ/OBB3FSIZ3lzJkz7O/v00lSvvylL/Grv/qrHB4eUuUZQBspSV8ngxpOvAaat4yhaGb2zZOzYFslVM0sQ7GQwK09psV+OM36YYznIO/qyTkN+C1OSW+O3dTnx3Hc3hBvvVm/+9Lw/0F3Q7WKaInfk17anFMNNzE+UABFljEajSmrKmwhBd4ZjKmwlWE2nXB8PAqzlpUK91Gk0UlC2knAQ1UWeO/JJlMOdu6x2u+hhaezvIyKYuJOn9HomMnxMd1ej5WVFbJsxvlLD/PmG28yySzrG2fIKsva6ir39vYpC4PWCc6H5K31Duc9pTF00i5FGc63Ga+yDDSLs5ZOJ+b4+BBTOb55+RrHs5zMWlKtWU5jBt2EsjxkZXWJbrfHzXv7DJeXkULTSbtkWcbZtRU6vR6dXh8vJMI7Op0ueZGjlWJ3Z5fLly9TFAXONpVdQbd8c50JExjfyWO+Hz6D+tbALeu5AKIeydbpoKa+5sDdGpfFcRfiBOBLXzu59xmBRudFA+i+oeTeWT4Q4I4QqDRGIkmiGB9pZBTA3VmHlws3ad1vAgjTga1DeRDOInyFmc147evfYG9vD+M8WTFjMplQVRVJFDPsdOkNuqytrbJ19hzLq1tYJVgZDHFZRulDpcbR9jbrg1ViYRmNDxiurbB18RmKouKNb73GpQvnuXnvLn/8xS/w3/+Df8C161cYrmyF8jwZs7eX8+9/7Xc4OCwYTy1ZnjHJwqSqoiyRApY7faoi4zAbEStIu33SQYeyOOa5F14gTVOOjh1/8Llvkhl4Y9xlxxm+dfkN9jt9UqEZjUqO9q7x3AvP8+KrN5hVljdvbnNwuMf6jZucObOBjjo8/OgjTArD8fEYioxf//Xf4Msvfo3XX32N5TSl3+/zyEOPcHd7m6IoQBisrbClIU1CyFvhsHGEN1U9bALv6uoD78MkNKnxhKne3lukB1ajiZoAACAASURBVFfnTlxbx16DnXN4L+qZKRJkRRRpkiR4XkrOe/OUpqKsLFIITGEIt6QIfXpETWp4TxLHdXINpLO46p1v2u+KCIFQCoEIPWTqST+IUOXCgrELwLDg4TW9XWrqxRvD8f4+eZ7jPBgXvPbGKEZKE8Xh+nW7PeKkg5eCJIrAGiwBEMosI40TpHCUVUHkErr9Fax1jA6P6Pd6TGcztre3+dCHP8x4PAr7Eh6EJM8t167doigslfEYUwXO2zlsTZvGKsJZS2mCrisdoSKFcyVrSxsopShLz527BxgHx5Um8zGHo106KkIjKStHmY9Z29hg72iCcZ7RJKMoctLJhE4nRUjNcDikso6yLMFarl2/we7eHsdHx8RKEUURw8GQWZYFR0KEBmfCzele5wReyYUEa2NYRZssbUpYAjvj67RJ8Pz9iSGfp7jD3CsBwrVOTlgyp3isc2HGrKBuixIkOARz2kbVuUVRfw41/e+s2x8QcA8vDo/xDqxtPR3vPd7NE6qinrwhEThncZXBek8URfR6PfrdlI21FSIlyLKMynWZ9boURUEcx6ytDDl34QLnLpxneX2dJB3ipEAoidQRRnhkpMizMUIIbl6/wU/+6F/i7EMP86/+9S/zG7/+6zx66WFeeeUV/spf+6tsbm5y59YtXvzKi0Qq5Qee/Qi/9//9AZvrfxvnFcfjGaNxhgWkVqRasbKywpOPPkyZF3zpT7/GuTPrTI5nCOt4+uI5/rOPfYi7b7zM7Stv8M9+8X/n7OaD3N7dxXZX+PEf+UE+9fQ6O3d3SdOUa1eusrHU58q1G7x28y6OCKtShsMhSik2NjY4e+Ehrl29wfq5c6yvr3L1tdf47Gc/S+UhjmN+7ud+jk9/+tN85jOfQSUpewe7GFOGlgaTjDgO9cU6klhXzPnC+xI8AWTfWlfuvadytk3UQk3NiJAKdLWitx5+TeUoOa/E0VIhk7r0TYjQ2UUIrDM17QNKaZQK/XWwDufnXSPfb2m7kjSVMy3fKxZyqwvFdz6UN3rquQg6QmtFmibBwFmD8xqjQ0WXUpIkjun1e3R7PeI0Ram4LX9tGpIJKbC1cZ6MJ1w8d4buYMDrb7zJ9evXWeoPODw64uy5s3Q6HabTKXt7+0ihWFtd587tu3TSDt4LyspQVXUXlXrMkiRheTjAWcfO3h7dTkpVGvCelX6Ps5urzI4PmI7hpVdepdvpM81yvI55YOsMF1ZSslmOUorxeEwnjhiNJxxPZ/g6yRzFwaCnnQ7d3oDxeELa7ZKmKeOjI27fuhXmAUvJM888zaVLD/GNb3wDoVSgpZzFe4epLLJOvgqp6oqWtybrRUO5vC0F4sOkp4W8TsPfz/VuTrVBnQitDQOi/lz3T1o8TGhxUNM/StbVQA1tE7pMvptmfyDAfV7OVl+Qmldtaq29EyfAPpRySaw3LV2glGI4HHL27BmMKTk+PmZ3d5eyLAMwaU2/32djc531zU2Gy0uk/T4ejUwiVH2TECnyWcZDlx7g3uXrPPvUE2yc2SLu9Pni53+fTqy4desWn/rU38B6w7UrV/mVX/43XL9+nb/9t/4OZWl45JHHUCrhC3/8BbLKI2RK5UpMaRj2+mSjCQeH23RkTOxDlz7pLI+cP8/DGytcefFLRLFga+Mh/un/+o8ZTQoef/op7ty8xexoh2uXr3A3rlBxj/17t3jssUfY3d1FSklVWabHI472Ch544Dy7d++xefYicRyzsbFB1Oly7+5tvBRcef11PvbcC/zCL/wC/+h/+kf8xN/4CVa3NhllY2LfDTNNk4yqqtBSUlUVNs+CgW3yI5ysQb+/vLFJbOHnZYwtpyzrnvfBzUfJOUUTOPRwAxhjsda1OtJJUoAQsdXj770ljULy1ElBXlRt+4X3E9wDL3tfAwLn6wB0MRM8T6SJ4KcjRL2uCDNVu90u3gcPNctynAudTaWURDoi7aSknQ5xHKpNQj+WECl450BKrDEMBj1mozGrK8uhrlxH7Ny7g5aC6XTKhfMXcDjGozGX33yTyXjCww8/grWO4XCIEIrtnW1CJwIVjKhzRFEU5pKUGSq0DwMfSpGHvR7DTsx4bwcpoZvG/NAnXqCsLMsry0wnU0yZMR6NmSmHlBF5NmW4NCTPs/paOExZUuaOXr9LPpvR6faRUobfoTSz2RQvYHR8zMbaBi+++DW+/JWv8MCFB0i6HSpTtQ34hKonQ1HTfNYsRE8NAM+9co+vE7I0jn0bfQk/L3Vs/HZ804e/XlbThGGi1VwXQpuakLrVrWdf64Rv7o1AxwRj5Op7493R/QMB7vjaOxESLRVlrbSNWBuqAbTWoXcFJ2uf4zhuwf3c+TMgLJvFGhcfPE8+y1pwj6LQH8Z6T5ZlFM7gUSS9LkknpZNG6EiytrRObEt++3CPfLPHLM/5X/7nf8xqP8GbHBUtcXQ84qVvfo1PfvKTLA+XWPnwD3Dr9lXiRHBma5VXX38ZnaZMjo/IyhmdQZcsm5FPZ5xdXedbr3yDh89fwhdTVpZ6XHrsPNeu3+D3P3+XR8+vk0rJzsEBFwdLrJ47gx4OeODxR7h7M+HZlXX817/O3Ts7bCx3efrJJ9jePyC7eZf1zXVee/UqGxtrXLp4kW435fbt26xtnuXevXsMV9d49Mkn+Pmf/3l6cZd/8Uv/B0dra3zs4Y9x7do1lrbWOLO1VbeVlcyKGaPJMWY6DaWJKkwiK4oihKYLveSdc7Aw2xTCLNbKO7w8mczSWlPKJhErAImqZx5GUVQ3kKOlZXSk0IBWeh7eWtPWviu10BYYgY3mydz3s84dGl431JbbJgFMU4rn2oqZtjxvgY+VKmwXRTG9XgeEo2NT+v0e1pgTM3+lUnhflwXWtTfKa5RWaCUREtI4RXpHWeSYToSxlhe/8qckkcI7i5QxRVlyeLDPufPnSaKYZG2N6XSMUoJOJ+Xo+BCpFKYsMdagYx2OaQzdJOXw8IBhbwC2Iok7DJZSxpMJd+7OGPZSlAhluf0oJu11EHFEf3nIbKJYTVLY32c2y+nEmpXlJbK84GgSeiwdHY1JOymDfh+tNdPplLTTJZvNiJKUpeUlPvLcR9BK8/qrr1GmKYPBgPF4TNxN6HS7gQLxIfopTYnH4L2pKbR5GWXTjyeMk5/z6dTevHdt58vF2hgpBbZNrtbfuDnF2JTWBM6/zsO0ihLGu0b8NrITNT/jPfg6H+VPzHR6q3wgwL2995TACosuXWtRhRDYInRndIq23Swu9J+xMiT/nAg9I5J0GR0fk89KUh0heoKkk7Ze3Oz4uC2ViuOYKI1wWQfZ65EOl5GJxxsYpF0uXjzH9GCH/sqAqiiRx4YoA2PG7N69ykd/4Gmmo12e+/CjeG8RkebChXXu3NpnbWONwSAiq8Ds7TPe3mN9dQV8wTNPPQjyYQ4PD3FaMhofY4RnuNQjm4zpb13gaPsae0djks5dNpzDlhfxnWFIYh0dcO7igwyWVvjhv/IjeCfpdWLWtzb5J7/4K7zw8Y9RZMfs7t3h0pPP8NjFLZyKkQru3b1NGsUI4/h3/+HfsbW1xVPPPYP2ivw440+/9ac89aFn8SpCqoReNkXoCEuHWTlGxwJfZGglKbMMJ8E1te7KoQJf0tIuxtMCtRBzysUYF0peW8NQAQJvKiobojYWmn91RYckTueJSSERscIbW3dTrCk9CIlE74ijqL6h3udqGQgJUDzShYoL4eqb1wbqRWgILqCoQaFeLuuKailQKkbKEmuKwN/XM1d9XeVRliXOhtmrUqpQpqdV6B4ah/H3zhArTb/fwxQZURK4cVF6pAXvK/LZmPW1FUyZ018dBo9VSnq9lOk0p5smRJHEOHB5QTnLSdMEvGVluQ9iSFEUeCkoqxIHxLHGVBVRt0eRjcnLCpXPSPF42wcdM8v3cWVBtz8gikPZpAcipUi7Hb72ymU2NjZwtiTPZ/SXV1jqd0MiVUA2m4br4j1Xr1yl0+2yvL6C9AJTWvaO9lhZXanXV2hrIJd4DMaVBFgxSFF3rGTR0DblrAFhXeO510yDZw7Czvm6Eqden7nz4/y8T33Yr0Cjwkz8Gu+CGiiaCVI0x6n1QTiB1rQ5gXeSDwS4ex8ePhF4JBv6rddca1NF4qVAkyxsM3+gxWKFRafXRQjB3v4+kRbkZVWHsSGZUpah/UC32w0dHQWoKCE/HuONp9PrkSQJ1lo++tGPMrp5hS9/4yUAjqdjSmfJS4PPZpw9e5Z+v8/TTz/NvXt36PZ7XH3zOhtrS1y8eJHXr14mjickSYLoOlSkSKMeO3v79AcDXn/jDaI45sEHH2T/6IiHLz3Ch55+iq997U85d/FhjJP89mf/E3/9kz/GtPgqz//wD7Pc77K6sclrb77Bo089wXg2RfqUL/zu73FUOs49+DAXLlxg2HkQU4Z6Z3vxPKsrK7x69TqPPvYkX/nqVykywydeeIG93V3y6QzR6VJKz1PPfIilpSFZWeHxJLFifW2JKEqIoojxVDEZjXFTAIfPZzQzfuHkE6DC06Tebrxrb6ieCLM4jbsZU2NMa9wBTBxTmirMXBYSa02I9JQC4Sl9VSe5gvHo9ZKWb3+/SyFPTM5qe4LPm6Z5QevJhxVpb/7mhhdCoKJwu4b68eaBGqEbZCgtDQlnrUN7YClAOIUtw7VxOqoTiI719XWq6Yjd/UMASlOGdtfWgzGhnUekWa4rZrTWjEZjOmkcWm6MRkip6ofrBAOqpCbLC6I44nh0jJSSQX9AXhYMB0NWV5bZ29uj1x/iPNy8dYcL5y9g7B7rZ86QRJok7XA0Og59aEyFRLN9+w6F9fT6A3q9HrHu45ylLEp8P9yvR+MJw+Eye3u7WOPZ3NggzzJsZUBrnPCsrKwSxxGmbkiHFKRpHAyhlFRaUlUlvp7T561pGJr5+L11iE7IPOHZ/levWJdcuvpZBdAacleX8bZ64upeTzX/0/aGJ3D7kWwbT7yr5/5tZ3cIIX5JCLEjhHhpYdmqEOKzQog36teVerkQQvwzIcSbQohvCCE++u32D8FKzo7HlLMs/JVl21/EmHlddXOjLz6tKFA1ISOuVHhghYojhFZU1jCdzBgdjzk8OOLw4IjRaNSG/svLy6yvrhHrCG8d0/GEw/19jg4OuHfnDtYZzj70CJ2Vdf76T/4E0bBH1K0rSy49xHQ65fbt27z00kscHBzwyksv8+DFCzz80EVMlbO+vs6VK1fY2dnheDbm3t49dg72+darr/H6m1e5cPEhzl14kKTT5+LFi3Q6Hb785S/T6/V48OGnuHX3gGef+wTpYIXJZMI3v/ZV1je2WD57luUzWxQOHnzsCV5/8zX+8//yp7A2JBM/+9nPsr6+zrPPPov3HhXHpL0uH3r6KTqR4tGHLtFPI1ZXluhEmofOP8DDFx+k3+/z/MdeoNvtovFoXzHsRsSRJE0EZzZW2Th7no3z51haW2e4uka/Do8XAWyxfcHiBKLFmcbOuVBm6Xz7+naP0mtK6KqqojDhL69KSmsw3lE6ixG+LZ1tIrIkiUjT8CrewXP/bui29x5TVoFCMWGGpq+nyIfn6Ta8aYsg7XZNPfv8aV2BcxU1GJjKUJYVRVGEhlplhfdzqjJNkpaqqipDUeSURc5sOsN7R3cwRCUpFy4+gIwipFZEkWY4GFAZw3Q64/DwkCIvODw8ZNDvMxgEYE3TlPF4RFZXgM3yWaBPjo44Ph7XQDxA6oh+v49Smp2dXaIooj9YZjorWF3bREUxVVVxsL9HmnaJu12SThcLDJaWOR4dcfHBS/j60Yu3b98mTVNWV1agjiiU1qwuL6OlYDgYEGlJksRoKRn0+gz7A6IoYn1jI+gqIHBEOrQqUQo6aRKSst2QjI6ShCjSbU+YenBOlDPeX0zQjF/jcQsf/mhzifPEeuP1NzpuF/5cTffYusKsmYnaJNeVkmhVN+B7F937Tqbu/Qvgx+9b9g+B3/XePwb8bv0Z4CeAx+q/nwV+8TvYf7h584Iyy7Fl1SbBGoBv1mleF+uXFwFDKYWOY+JOitSK0hqKomI8njKb5eR5yXA4pFtn1lWkKbxlUuaM8hlHR0cc7h9wsLdPPstCBc7KGro35Oz5c6yd2cQKwrZ1CdWFCxc4f/48L7/8MtkkI400h/vbPP3ko9y+fZsHHniAs2fP0ukkeOFwQrK6eZa02+Pm7Tv0BkOECuVrDz74IBcuXABgZ++YrQsPsXMw4rO/93lyK+kOlll/4GF2iore1iZJ2mX31j1Wugmj/Xt0tCQSYTLU9vY2AM8//zzDlQ0++9nfBW85Ptrj7JlNLj34AINeh5WVJbIip8oLnn70cYbDJcbjMd1E44uMbDoiiTzLS336vYi14SrrS2usL6+F1/V1BoNw82itA6gsPEs2TdOQ64iiE0APc+Vvb4K30YtFwLfOUVYVZVUFkBSACm1Zbf3YxMbrN7ZAKo+OBOKd74D3XLebyV3O2ADmdQXMYhXPiZayC7XRi9PbA7CH8B0hcPX1qCrTJpyjOGrzUkKGDquVCw/aKIuCMi/I8wJrQq5CJylSR3R7vdBYjlBxJGqPstfv0et2OTg8wFQGJQVlnrGyPGQ6m9Lr9YMjoFU4ewFJJ7QVmExn6IW8x2DQp9/vAeFhOt3egKyouH3nHtYLdBST9gdkzqG7HZTSZNMZiVZU+QwtBVKEqqAsC3Mx1tc3iJMOt2/fBjxlmdPtdOj3e8RakSRxwBBrWRkuEcfBkGglQ2moKVHSk8QRkZakcUoaJ/Vr2upucFZEG6noSLdO5eKzC/4s0o5/qwO0IH+yNLbWoSa6dQ7nw2RBId+dc/+24O69/xxwcN/inwL+Zf3+XwI/vbD8X/kgXwSWhRBnv90xjKmYTSc4U6FkaPBlyoKqyFECdKQQMjybsKnxtHi8lqBCJ0IvBQ4JyodBiVOiqEe/32VlZYmVlSXW11eJ45hut0uSJBRFQZ5VjEczdrb3GY3C047iOGY4HIZywkjTKSzCOh545EFmpeHo6JjdnTsIqUi7PZZX1rjwwIM8/ZGPsDOasXz2Ele2R1y+dpfjowNmsyllaVEyJS8Mu4fHpCtbyM4STiV4pZlVObfvbvPYk0+wur7GpDyi8BUrZ85z8bEPUbmI27cPOdjfJ4pShoM1llZX8JRsXbjA9Ru3OL+1xtZyhx96/uN861tX2DmaMZ2OMbbkxz71KYSMSTtDrMvQUmDynLPr55Ak3Lq3w598/UXOra+gTMm9OzeZzkZM9vfx04zEW7qRQqgcrQ3DQYflpQFrgx5bq6ssdXoM4h79pMegO6DT6ZEmXfpJj45OidBEUqNkjECDVyihiFRUP4UoPIkqqVsty7r8rPkrqorKhL4pXoDzhiLLA5B7R+krKgyFK8nM/GEuJxqNvQ+63XjYvn7ylwC8C4AjBPNugQtlD56gz6Eio+ZvQ0nGQiOx0FohiWOSJCZNE5RUNeiEB25Y66hKQ5bllHU9vKq9+jiOA4/vAlXUH/YxztcU5ozwtCVNnKT0+wNW1tfJSkPcHTCaVYzGM8qywJiqpuI01nqyokQlXYSK8VLVHSkt01nGcHmZJE0wrsTiSDo9+sNVnJdMZ8HwSKmIo4Q4SQBX97iZ0uukdGPNmfVNDg/HZGWYwOW85fz5C/X5xnhCqayzlm7aBRSTWcbO/j7dNEY4x2w2wZiKKi+gCp1jtRQgDFJ64ii0WU6jiG6SEOuISEZhHoGO0CpCKU2kIpRUhIcSCkJL6hAXhAR6XeFSz3FQUoYHuS84Ml7Q1rm7BWNvTSjXdN5jcTgcFoepH2kI355y/PNy7me893fr9/eAM/X788DNhfVu1cvu8i4iEMxms9BAyAqsCUrWUC2+eXDvO0jTMKiZ+NR4ioWUdLtder0e0+mUTqdDFGs6nQ6z2YyiKNgb7TMej/Heh4d9QGutkyQ8LWkymbC3t8dwMODTn/40n/tPf8jqcp+yLOl2u3zlK19hMj7m3rU32FpZIu2mXL52i9XVVV598yo6SnBeoFQCwpGVju3tbTppSp7nlMWMzc0zROky//H//Rxnzpwh7XYoy5Irb77Owf4un/yrP8hTTz3BdDql3+8QAVqE0PLKnVsQp9jMcOb8BZ56+nHGs2OSRPHQQ5fY2dvlwtYZbt28x/LyMq+89ippb4jpJjz06JMcKcdXf/ubpHHC+toad+7cYXvnDpcuXSTLc4z1qHgagMhKegiiJMbHEbPIkmpFLAVlWYYp6EkUatCtpXKeoghth6tQ7ryQK/EnvB/nTdtGIM9zZvm8zYASAi2gk6aAqStODKasK2aYl1AWRdEqdjPJ6f9n7s1ibMvO+77fGvZ8phrv3H1v357ZlETa9CBHkW2JsWM4cIwEho0YiIMAeXHylIf4La8GAgPRQ5DAeQsCJw7gyFEAyZFFAxoIskk1KZI98vZw+w59b811xj2tIQ9r713VFNnySPUGuuui6lTVqX3W+da3/t9/+Fe4/i2v7eCqqbQc4BjX0zp77PQznl7A6V3Ho76QnbsOW9dRMN9SndGe1kEL4KylamratgEYNAZ9l6k63rTpbCeiKOLOnTs8efKUJNYD5Hl0dETbNpTLOXkSo7RisVwHnHu+DPxwLwaet3WBiaa0wpoQo5emGVLFPHz4hCzL0FpjnWMxP6euK25cu8JsNsWYIGLrkl2RUrBYrEEpnA2FfrY1pTUNSknG4xFlVVFkOev1hjiOOZ8vUDrGacV4MqMWcPzoFCUlaZKy3qwpyw3j8SjYUfsaKdsO/xZoOr8YFWOkDy6eokcOArW0F6A5PMrKcL/dpdeLng4cMPNeZDdQg22IRRzUyIQtIQicwvcLfBdJeMlrRoRa13fkshPD/aTr33ig6r33Qvy4Q/VnX0KI/4pwvOXK7g5FUVziQF8KTXYBf1LqDx/rPzXg6P7dUx61DulJkYAkSWjblqIo0FGAU2azGcYYqrIe3jA9lFCWJVmWcX5+3r1wAfMdjXK8i6kNPDo4ZVbEvPPOO7z44vNc2d/h5q0bCBXx9OCE49MT3n33XbQOkMve1j6rTcl4PB5yVfd3d/C2RQpHlo+4/+Bjpju7GGdpasN7P3yPW7eu8cwzr7Gzs8Nv/uZv8p/8p3+dDz74ACkEN2/eRMZjdq/f4vDkXf78V/8yr//gB3z44ft85StfYjwZobRgOhnx5ve/z9bWNg8f3Gc23eaj+w95670P+ej9h8SR5Of/9Fe4d+8eX/va11itVoxGI+7fv4+UmulIEPsW4S1N293npEBLRZGlSDzCh/lIY2zw19YhVUiYwKRRqsAYPjVDiSJ1oTD1wQe+t2CwSpLFSRAwdZh+4HnboTj1R1prgxIWdeHh3msfLgun/lWvfxtr+/rVq+huEHohXLk4bgc63I/BTgfhzMXVB6rILj2pLwjOOSJ9MVuI4xjvNcZshvdUpAOUYKxFA3XdDDTMMIMKpynrYF3WxFpxfnbOdDohyxKKUQFCBl+XuuL8/Dzg3UoRJymtscP7TghBlibdaUWhdcRytSJO0q64Oebzc4pRzmi0TZImPHr0iDvP3WGxWCCAohghZERaFFT1Oddv3OLw9JTlYsHe3m6Hh4fIy7PTE+IkYb1aEccpy+WKs/MFy/kKJQVX9veYz+c8/uQxpjWBGLBcBv2AjsAHS+S+QMsOmtJaBSXpJVhQdJujk+4Sm0vjHYNoLlC7xUXx9YBQFzCjEB2fvXMA7dZ4oFsGXcPl2Uv4Jf2HS1qfP4IF9q+78g+EENe890+6o+lh9/nHwK1Lj7vZfe4PXd77fwj8Q4BXn3/Ox3H8qTdiv0iAAbf7ke8fsPfLX5MyhHj0/iKbzRrv/cCAQXh2dnbQWlNVFbPZbBjCxVHYGM7Pzzk+PkZFmp2dHaqqom1byqrC2hypYxZ1iVwsmEzHvPbaayRJBHFClGQYscD4gD9HbXjBN1VNWbds7aRsqoZxETzoP7h3ny9/6Wd45YuvsV7e4pOHD1gu5/z+G9/klVde4tqNXUZ5wWaz4fT0lF/91V/l5//cnyPOcsa7V1ivSm7OtnBe8+jpExrnmUwDFnp+fsrJyRFFltPUJe++/Q7j8Zjf/O1fZ5xOuHvjLqvzOXfuPMPJasF/83f/Lr/6a7/K/v4+f/C9N0iSCK1j+shDZww2rGJaAy2gVUoSaUzXyVdNixeC2hkipULBFQ6pIFYSF4Uc2HCUt2RZNnDVjW0Q3oZUpViTxNmw8KMoCj9HKpQOG0JTlmGRe49XKjgudgUnUQEf/XGhID/Ntf3FV1/xF145/RrtVDDd/+WPnCyGw7m/NKiDQJtTHcWRsFF6wunH+WBslSRpdz8NSRKiDqVUg4980zRUziGkIE3SixB1a/AuYPVtaxBtQxxHbG9vh41UBrzf0eK87Bgm4Xka6zDWkaQK09n8KqVYzFfs7m4z297GNA3r9Yq2bTg6PmRrNiPPU6LupFHXNffvf8SVK1eRWhOlGaY1jOIEvGRdbnAwzBWapqaqSqJOfHh+dk4cRTx68oBIxUyKCW3TMB6PqNqG177wBe5//BFplnJyctydXDxehyIbZiGhMA9OJ6I7DXUdtbBhY7bedSrpULmDeRj0CUmBG+NQWg/F2Hl7MUPxgVkU1Kk9Zt9ZCPdNrb2IC0SIzvmgo8SKi03hs65/3eL+a8B/Dvz97uP/c+nz/7UQ4v8E/jQwv3TE/YmX94RoOqUBh5QXO5b1wUlQd0HCiHBjlQOMp/EWLxWCC+9xpRTb29ucnZwyTpPAvjGms38FcMSxxjnNzvYWkVYd9c5R1zWbsuL4fM44S0niFCEdVbUiiWMq01AUGav5MY2QrMuG3//OH3D9xlUePfwE76EqDb/ze19n3Tjm65K8GLNfGJ5/5XlWVU2WZWBqzuen7GzPODo45MXn5uRa0lYlN69dZzzJyZOUncmMxfmch8cPmW5tk+UTvvZbv8vP/8Vf5N43W4CURgAAIABJREFUXuev/uW/wlvf/Q7v3HufPM/5wbe+zs/+7M9ydvwRt27doDo94+2H7/Dg48d86/Xv8dKLrzCbjMnSlKZdYmXNUlS8/At/hn/yT/8Jv/lbv8HB0SHTUY7wllSGOD8tNa1wSBPgl9IFOKSNgmbA6+54mgR2RiLjbpBnBrjAO0cSa1pjMB40ATdO01BkNpVjtanYtA7nNVnkgzeIkgjh8PriRGeNxYuezaAQwoELR9ZIa6I4IUkz8jz/lDT8p7626dW6QXgS3o995x66cyGDB4n0vWc7QcCFA3lJhNV1bGmS0FQ1Qge4wjs3WM/SwRneB1hRdsNXQeg8jbEhbEMrlAwReda2YUPwAYppmwrrBcZajo5PyIuM9WrT3XfHk6cHtM7TtAYdRWTasbM1oTUWpWLwlrqpSZKYclMyHTdoCc4aio5iqZUijeMQrVetiZMEpWMeP37ClevX+eTgkGdu3eLs5JizxQKtdTA729mhrhZBxFU3nJ+cs1qtOTw8YTbdIo4jtFJY1+CxtBhmV/f56P5HPHr8gLKsiCMNPiiiQ9UIJsrCCayzmN5auvM2QnYFXwUYTRG8kry9gFYQHtVZCAQAJ5yweuKFsZ7WWIzzgAxpbL1gqQtpuXyi6zUPIRzEd699eK5Bw9CZK/6bYO5CiP8D+PPArhDiEfDfExb+/yWE+C+Bj4G/0T3814G/ArwPbID/4o/6+WE5XohVhLiIeOuxWeHBtWZgHihE6Fqs+0Mj4b7Tm81mbG1t4ZoW1mtWq1XgFjtJ2zgW7Xo4HaRpStM0mKai59VnWcZsFibsHjM8djqd0rYtSimqasPVazdojefpwTFIyXff+APOzpakWU5lAwyjo4RHj59wfDJHKcWVa9fY3RrTrJZc2dvhq7/0F/nWt7/OnTt3GI8yqnLF3bsvcOPGDU6PjnnnvXvked55huRovWYxX/KlL/4M68U5iavZnB7x5g+OEPGIf/Hb32S2O+MroqBaH3Lw9BNefOFV/vbf+Tk2m4rZ9pS7d+9yeHhIYw2Tq3vcvHmTH771Dt46/vpf+4/5xu/+dhC86CAEapqmo6YGiKo/Gvq2uQSnhfQqpRRt2yIJnuoWAQpUB9WEBS8G+mOP76ZpSlK1rOsGYyxGQNQVN601LcHV77IIrYfNBkWzEkgRfQru+UnL/6extn90bfbPqafFAcEaQIRTvqD3D/lxHGbR0Ry7gaN1tLTBfhcQHV2wbUygURJgG+ECH57+pKtVUHVLNWDBQlyEogdYy5Dl2zjnKcsKhOD4+Ji6boNVR2uI4wghFev1hqoO6yDPc9IkwrUtWZpw88YNDo+eBkaV1ljTMplMKIqCuqo4O593s4PQ3EnZ0jYNO9vbmLZBeYepSs42FciIT54cEKcJ+yLCtCVluWE62eKFF3cwxhKngQxRliXOe+IspRiNmJ+d4T3cvn2bg6efQEfZhUsMvEssvO4L3evW3XshO5FSgHGUlBf2AzIYgPXe/D2U02+2CoVS4YTTQ2peqaF7d5eETngfTkk9U8xdQDO9GrknlnzW9UcWd+/93/oJX/qlH/NYD/zdP+pn/ugVNq0ed70k2ugd21pDaTYs1yu0VAONUcUhjuzysbenRBZFEV7kdYWKEorxNIg/cMF/Zb3G2pat2XT4fYEpUA8/x/ueeSPxPhw3zztTozRNefnVl0izggcPn/DMM8/w8NFjlquKTVlh1hVIFSxSqwYd5+xubZPEGiXAlitu3LjBF199iXtvf5/t2YSPPrjHeDxmMp0Qy4hrV69z5fp19q5d49GDh7z99tvM12tG2ZiyrBEenjx8wBvf/n22Zzv8xm/9Dk8OT7hz+za3X/wCu7de5Nb2Pjdu32S1WgFc6AGkZC/WVE3NzpV9/sf/4R/w8OAJx8fHfPsb3+RLP/dzvPvWmwSIMWymTdNQ1TZg4r3QTKsLc69uvpBnOUaGhKelqUnSMMAOasWOB+9B+Eu0Ly4glYA/Xkre8r0nhxhgt37Dgb5oqo4OadDakFg7nAh+0nvgp7G2w3WJD01HmemwWO881hnazqO+f216m+VeyNI9i3CfI00cRRhhiaUkimKMtR1uHFwavXPESTx0g87aC/FOdz/CEDZIHaWU1KYTQSnFbGuGUhGr9YbRaMRqvaJte8FUmHukWYYxDplq0iTpgs/BGUNR5GxvzZifnZDEMcvFIvjrxxFKSPK8IMsL0jxnvVpzdnZG07ZEKsbYYKC1Wa04OjoiSVIePn7CpqwZj8eMp1ukxZQiySjGBW2XJNYPqQWCTAbGUJJlvPm977MqN1RVxdHBAbs7u5yfnQ531XmHs27IFxjEb/IiTm/gl+sYJwTOCVprUd2p317aCAL0culGc7GxB0hOXnyl3+R77F2pQIv8kVg+37FphPOovrH6Ny3uP43LDaEN+tJNkANneXE+Z7lZs1wuWS4W7OzusrW7w3h7FhgtMvrUz1NKkRY5o8mYKArDyyiOw4T/7ITF+ZzFYkVVNTRNM9AinQ0DvSiKqE1FYx2NNUgislGBQjFWgvF0hm1rPrz/gDt3FKPpBCfg8ZMnGO+I0xxpHGVdsVwuiKKYK7tXWSzPSaIRaZwwygtuXN2hrlY8d/sZWgx3bj/DW2+/jXOO9brkd37v63zxT3yJqPOrvnP3edbrNYvjJQ8+esC1K7u89d03+Oovf5WP7z/kP/pLX2U8HnPv3gf8tb/yV/ndb32XG1vbxKMRiQhe53tXr7I8PwtWDHXFlStX+MH3vs+3X/8GK7NmU224fvMmr7/+Ordv3KJuSqqqGk5TmzrMH3w3QPNt+LmmUzX2iy6SAqcUWRRhjCVPM2rR39sW1zY4EzYKD+R5HgygYk2exrTKEuuIPElxJti09v5B/UC2Z4YopdhsKpqyoWkb5vMlra2G19Jfysn8qV+DlFEMhV34PubO0zYNrQnc/bZpw+klTYKIRukOzrm4hhlEHBGCMcSwKTZ1TdM0tE0bBqfdUNl1G1yvgrTWYt3FgFBFGokkFhDFMc5ZlssV47EgiiM8hNAL71FKB3qetTRNgHOyNKdpa1QcqIGR1hRZijVtED3hGY9HnJ2d4X1EayxPnj5le3cXqQOGPp5MgiiralktV+RZytnxETdv3mC5XPPsrZtEUcR8vuD2rWd4cnRCniTIKEJ1bJYsy2maGu88xoZ5zunJCYeHBxjXrdGi4PDwkHFRDNqInpHSh7n7Xi3qxKdOlhChdbCT9kIMnbtWGkt3b50LrpPDRntx6tdS4pTCdfa/WuphbQohBrsMTwi86SNGjbE4F3QSTRPon3H3HD/LzvpzUtwvbASUCr4PvYipbVu0VkyKAm8MB08OqcpPiHXCNJ8QjROUCsU9sCZUN6BQRFmOtxuyIu88NhSF3CVJ89DBNxVSS9I0xTjLZrkmi1OyUYE4PqasDCenC6bTMUK6YCPcQGs9yBjlHR/e+4jNZsnW1hYnhydcvXqNpjGUdYsRnqYucbbl6OABk+mIcnnGy899kQ/ff4vDScrLL7/MYr3gzp3bPHr8FNAYJ9na2uKbb3ybP/sXfpFbN25gNhVHR0dcuXKF733rDb78cz/H/PiUf+/f/0XKTU2WJ3z5K38SIeDO8y9w48o+Qngm+1s4L8iLMW3b8sGH93nm2eucn56xv7fHe2+/wz/6R/87+BrKCic8v/uN32OrGPPJJ0/Z39/Fq9A9lJvV8Jo45zDe0VYtjTGBi600oywEp8SRJJEKW2/C0DROqKI64JFaIKTHCDAuZNs2vkXWFi0lkzylD+eIIolRDmM8UoF1bfdGNFjXEifBZCyPEpQLMy5jDHXr8esNUaSGruqP4+rViAHD7bpwQci37k48kY7wzlOakvVqHaAXHSMjNRT38KbvRU0i5Ab7UDi64xU6TQPTgwBfis4G2XmPaQ1aKlSioaqw1lPXLd5H9LF+xnYEEBECxxfzJca0JElMVVbkWR42hc4Px7ng9lmVK6JYY9qa2XibxeKMMlLMZjNa0zIej1mvN4DEecjjhMPjQ65cv8YoD+/rsqrI8oyToyN2d3Zpqoqr165hjENrxe7eHgDjyZQizxB44izYkYShv2OxXDIaFdR1HQzOzs94//33wQdLEy88Tw+fkuiY9boMfvBd+25NG3jlAxTSd/M9hUYSdbMLJQVKQO0cUofkKSO7cHcJWN9pMQJd0uIQNmDmkVbD4DXMFsWF1Upvfu0dHodSMswjpcIpsAKkC5tGY0w3W/mcF3fgU5L1Ho7pj/7BSyMU4TiOWS6XrNfrS5SgT4c4939wlmU0qxVnZyfD9+M11lQoJcKLgxxw2x5ugUAn2zRr1usWa8OxL4oVVo+CRa0IuGWmE+I4cOG11jx69AhrPZPZNtZa4jhmPB6TZyOSNMJWFe+//z7PP/ccP/MzP8P5+TkA//w3/hkyTsPwdWeXNI35m3/zbxB5x6//2j8lVwLlKspFy3O3b3F09JQs1ywW52AdZbnm+RfucHBwwFY64jtvfJuvfOVPMK/W6MURp6en7OzsgGh4+MEHpHHCP/rH/5g8TZmNRqgrVzhVmqQMxfLWjZss53PquibP8yHhCClwrQkDKCFQaQpNE4annW0EwNbWFtKDTmKMBZWkJFEYoJ2vGySQJDERPlgK1CVNVQcBE4I0jlE60F9bIbFdvF+/Jnpcf6DARhKPxnmD0hF4i/SOtq67UIM/pst3R/VLzK/w6Ytc2n7Nqw7KMm1gwSAuvN5hOAAAoWjbNrBMLthkAu9N9z1+wO89/tJjQEqFsS2tcUPnKKXAyagT0kikAi0USgna1iCFZLVe4z3EcRLYOVIRRxFaR0gl8dYwXyyYTiZsb28P6+HRw4cIqcLwNU1RWnL37l2k9zz4+D5agPAW21RMxiOqaoPWwXQM57HWMJmOKTclSRRxfHTE3t5eOFU3FVVdk3aip9VigZKS9z/8EK0UcaQReUZdSaQJFMOiKGi756Z1l+QmFRqBd+3QC/f3y3Wzvn6txXESWE5KEUqBGmpQ09rha7IbYvcqWdlRXvUl2K0/KQToseO4Cwm4S5AQ4bVF4EXH0PmR5/Tjrs9NcR+Gpx01qF/4q9WKsizZbDYXTAlrOT4+5sqVK4x3dtA+Ho6bl7EoIQRIH2L2NiWuNYzHW9T1mqataU2NUNmAKfeyZtfQHRVzQLBabvBeUNaeRb2hMjbs5FqzWi+QMiyYpmmYTmes1yVlVYEMw7+zszOyNGCDW9MpunOyfPvtt0nTQF2Lxjm//Et/iWI64+R8znhc8L0/eIO6rkMH5B237txmuVzy8mjKarHgnXfe4plnrvPg4cc888wt6rrk1q1rvPXuB7z8s1/hw8eHjEc5ZrHggx/8AHv7Njdu3OCDhx/xL37razz++AHb2zM0MMtzkj3Bvt1huV5xfHjI3t4ekpBf2W9UURSRRBcxdnVrsPM5tue5dyZtbdsiPYzTlGVZ49qGyahgubTsTCdUpgUpaEyLbhrOF3MaZ4lkeENpL/DG0pg6FHHrcN1cBLg4PfRYNcF5EALVMpbheed59q9Dh/y3d/XF2V/grhBwXtMarDVdbGHPlAjNTJZlRElgwfQFXnRsGOj+LTzWBLgB54niBGtbnLNdFmcoML6DB4DBlCqKNRAKd8fdo7Eh+IaOldGaFiE8UaRxzpLHMa3p7LhFUIzXtQunA+dI4jiYlQnB2dnZYLcsI83NGzfRcUJVN8Sx5uTkCGsdSRLjgNF4TNs2zKKYtmk4Pz9jNCpYrVeBGWMNo1HO6fmC2c4ei3UZnlfTsDg9xY9HFHnBYrXkk8ePWa+CYZ8EEq1RqSDzQe9SlWUnhusFkJ+Od+zvt3OOuu/ifRAV2a4RFAS3ytYHuCSOgq4miUMuc/8aC+to2mDKJrkEzzkfIgld5zV0ySE1iPQguEl2atdLjC8vQm3USv8hGu3l63NR3FUX/tBDM/0bIBT3NR/cuzf84UlakGUZJycnHB4esnv9OkmedcOUsGB7i83eQEkCRZKwbFrm8zOsDZ1iHMdDJ9hvLqenpwitGE8m5HlKUUxIkzXz5YpNE+xorfHgIAKm0ynrdTBQ2tvbYz5fdEOxlmIyYXk+Z3uyHYqdigLTQ8GTJ0+4evUqRVFw7cZ1rj33LKW3LE6OOF+uWCyXXL9+k5PDA65fuc5ob5vNcsW168+wODnk3vkxr7z8At/9zhu0dcP2zpRiWnDve9/n+p07vPnm93j9m9/hF3/+z6CTmK/87Bc4OTnhf/2ffoU0nzIbZ3yCwbcNd+/e4fHjxySjgnVV0zQxFHRe4WK4T3meIzuTrrYNoeSNC9j7YrXCuLC5GmtZrtbBs0MKlqsFW9s74Fuu7O/StC3rqmTdbEjTgsQltKamtZ5YRcRIcAbjxSB6iuMYKzxahlNdVVdY03WkcYRWHq0VcRwgOqEkeRqTxtFnifj+nV+95VPoxIMcfcDbTctiPh86NKU0WmmquqKsStKiuOC6D29iP/xc1W2EkVK0ru3wZodxJjBhnMeJi+4uxCeKjiuuiHSMUiacFvrkKueHOWBgIzUYE1SmTdN0zyWElrd1mFf1tgauY69tNgGKi6KIvMjJx2MMnqYqw2yhleT5iLrakGc5UZpi2pY8H9HUJW1dMZtNOT4+wnUbgI4jjk9OyMcTTk9PODw85tqVK0gl2d/Zoqoq3n37TZQOepU1HpxlMgmQkIyCgMtaRaRDNy6H2Z7ocHHfCcQ6PyD6iEcTNssOamlNG/B2IWjaliRNwDuyNMCJrTXhNRARUgcvGOc7TjuAd7ieW9+dQh2+83EPGQg9WUpIGRIoZRdFSYB+dJeT+1nX56K4hyIcBQwKCx371BpYLSs2m5o0TTk7O0OKDsNF8eD+Q7Z2dgNvPM4QOsJ1ftkogU5iYp1QJDFeSCZ7V1mchQDsxWIRPKabeugCvZKkoyJsCFKyvbWFkhGbssRLj0DTtmuKLIE6QqgGbw1XrlzBO8cHH3+MsYa9K3ucnp4SR5Ktm89SbiqmowlZloKtmU1HXL2+x/Xr19m+ssfWzg5JklCMZsR5ztHRCbPZBNeFDFdNTXN6Sp7nODz3H3zMqipxzvHs3bvcvf0C2WzCtVvXePOHH/LmP/1/KYqCvRxGseOj+x/y7ve+S9M0bBcZB2cnPF2vGY+L4J6oNUWn4t1IidQK2cmqhdKUZd2ZpUWMxuHe+MZg04i6aVBaMBrlLFYblqs5R6dnCB2xs7NFUzc4DycnJzx35zZpmpAYBa5F6TxADxsYJQWRTyjyJBT2pqYqu+AOJM4LdvJsULBKBaumwuJpyhqZxOD8cMz2wpAlKcqJIQTjj+PqYcNQm0MnFkQz0DYWY8KbO8ArBq0UAslquSZJUibTKXSD1V5kgxQDFBCpUGSiLA8QlPeItg14rLMXGLIIlsF98xQ48BJjDdBDODaYgNlOV+BdeG95z2K1wnlHmmXUdY2SgqQYBy+mKA7f522XGJWS5wVJnpIkaWe2FaO0piwrkiTGd0NKay2urgJDCs9qtaS1oXMdTyZMxlNUHJOPcs7mC07vf4yONKmGSHqWywXnJ8dY50i0oqwrNsYEG4POOVF3/HPTiYDomFgeBiWzEJIo7sKnncMpGbysOnZS2xpa01DVNQhJmiaddz7UVc14PBoovuCGRlMYgn+SV0RaAQ5nLdaCl32xFyT6gv6N0Bhngp+8dQhkUNGKLnnV+26d/IjI7Ueuz0Vx71ur/o0QFGuG5XLJwcHB4BL57LPP8sH7H3FycsLVq1eZTqc8efwJSZZx5eoN8vFk4MqLDvqQMrjITWZbFKMRaRoClPPxiCTWLE5PWS6XlGVJkmrSbDKoJsF1N1yCS6jKDcvFhk25ZhxnRFIxnW5z8OQRr77yCj/84bvcunmT999/n62tLSZFwYsv3uXRo0dc2b9CXbc8++wrfPnLX0aPR2R5TotjvdkwPznlRj7B1ZYoy0nSESjJunXsxQnz83N29m9QbE35Sy99gURHPHnyJMBXrSdKFF//xuv8yS9+kZfv3OEb3/gGZVnyjdd/H5CDc2OSJCA1y1gPmN+DJ48HquRqWWJt0BZ459CxQDjLKI3QwgVvehGyUquObmiEwPmwAQjphxnGer1G+YA5bm+H00uf7dq2LWa9RmlNIw2TrGDp12yNR4zyhEhL5ucbDo9OaFxIV+pZIcaEsOeyqWlsGOaOsxTRMYJWqxVxmuBNx1BwPxmX/Hd+iYt/CCFw3mFt0FKUZdnND4JPymK+ZFVV5HkeZj7rDUprsqxAxxH9MLbH8AXhlBTHSchY7QdwXWfZ1sEwzJiQVKV1fCmZqrdVFoDCWtM5TBqijoWTxCnlZsXWbIvz+TmjYsR8MSeJE2KtmU4nrNcrsizDWsdoNGN3dxfZqUgdntYYmqqm0BFYj9Q6ECC0wDiIUklTNyRZQZTEFLMtlJRsNpsg8nIgleDg4JDd7W1m4zEHB4cYYzg4PALCSSSSMpxkhES3F0Po1WY9UCVNawfdg3ceoSXCu04k57vvD6+V9ybATSFWHKV1B7GFCA9jTMC9vSNNQscex3IYkLo2UCmdCFqP1huSOELr4OnTNMH6JPBqxEXdEr4jDHQnKQGRCoNj5xytMUEx7IKy+bPYkJ+P4g4DC0NIjxSapmk4ODjg+PiYLI3DEKRtmU6DJe3p6emFLB2I44wkyYLdr5SDOKO/+oGHjIKHw2xnm3qzHlwi27YdosSsbRFCY01YBN5J6tqymG/YbCqiWCGVY3t7j1iHIewPfvA9nrvzLFmW8YVXX+a9995DS8Xbb32P27dvMco9bb1G64YffvA2z73wMjs7U4yzRCrj6pUX2L96DYdmvSlZr5acnp1x67nb7O7vMT+bkyQJm82G1fqcPM/ZvXo1WCU8eY/5+QkvvXCX/+Uf/Aqj6WSYP7R1g+/CHNI0Zd4lUUlcRxkzOBn878uyRHpIVYTQwQ4iiSXFKBuoh3VdB/qhC7i3sRbTTfuD4MsOJx+lFLEM3WJVVWRpMvjpbzabwL02hnpTslit8d7ibUMc5SgBeZqwu7PFsqyQQmOdGDbesqlJ8gxXV6CDR40z7YDJey+w1tOUFcb8MQ5UucTTF8Ej0DlLWfYU0xB+HYpDTNO21FU1QAYAUnb2soMlx0U4CoRiH7jSgeWSJEln66vQ2neziZZQ0EMRufBC6e5TE6yDpQxMpjRJg/hGaU5PT5iMx2it2JrNmM/nSCE4OzthPC4CzGENUjrmi3Mm0xlpEgfoI9LkWUqW5XhkUCeb4EFfjMekWUpTN8Om3bZNELRlOXXTsFmc0zQV0+mEd77/A3QcDwXaONcJjQJFMwjtQkRe0BE5PBK6cBcguDLKXkcj0Dqh5/lbZ0PR931q0oVT4wUs0rk+igsLAGNDwQ3ius4WwjucBWsMTRtOR95ZlNRhqKoUaRrTGBteDw9aS9o2wDJKqy5pr1sH/iLOMmhAGKibP+n6XBR37zzGWWKZEOfjkI1Ytzx88pQfvPk2RR6zv7/Pq6++yrgoKJIQGaZoMY2nLhvOj48Z5zlebwWhjpBEIgzXpJTYeoONk9Ax9EkzOiQyKRUKm9AK40JXqKSgqUvO5xW1jVlualauwgmYny1p04yr+5r52SnTyYRRHmPqhmq9YbNe8Ke+/CXev/8RaZxQbxYc1Utu37nLrTvPcDrf8MMP7/Hk+IDJbEY2npA6SbKpSVNJMZswnk6Y7e+F4fHRCXGWs95UCC/Z2dnDGMPDBx8zLjIm2zu89Oor/Pr//U9QKkKEVYWOIlrjqE1N5CJowQnHbFxgOgbJcrVm2VwMJq0XtK5mmufkRcykKNBJDEKHTrkxbDYh5s05z6YOb5qyDi6ekQydi/We+fkapQV5EhMpWG9K6qalqhq0inE+dPhNE8yctAStOpxdCNCeONWMVA4+bCwhqEBRpAWb2pCnwXAujRN0nGKTnMVyGQI9Wtt1Rn98nXuvfJRCIHv2j3OsNhtOz87QWpKlGVtbYd1G3QBVEEKQrXU0VRWMvzrsVSKQ9EHKAmcNQqoQ5dfBHVL2OLLAmiA6cnTKSEHHUzdYr2iNDYNBoKlbnNLkqaSpK+LO69zbMAA2pmVvd4fFcomSAmtaStsyHk8YjUdUjWG+nLOpNkRJEpSnXqAii9LBTTSOY+I0mIhVVY1SutuABUma4p1ntVoRRcGUbLY148FHH4XOthtwio5jbp1DegfO4IUnjqKAj0OAUpwfGEHeh0jIWOkwn4mCfTIIjLM46zGms4j2DKIv03HKZT8v6e6TkALdu2t2QSzWhhi9APsEBkwwe3OBkdQNY5HBfTISQdRkbRCQSSHRSmOsQ6tgLxAgGIVWmqZpg52z+6PX9eeiuPey5WxUoLTGdza/jx8/pixLijTDNJ73f/gRX/kTX2I2GXNyesRoVJAXE6Io4fT0mCSL2Ykkk2KESBOc9KHrEYL5fE4uQuZklmWU6w1N09BsyqErffbZZwdJ+/n5OW1bI5WiXJWcrxbMFwvapkGgKDchnWa1OCONFEmq2NvdZX5+iq0j6nLFf/DLv8Tb3/8uozRh58oub7zxBv/eX/xlZjsB/2tMyxd/9sus64bag/Ehm7FtQ2eTJAlxHFPXNetFsCXuu+LNZsN0NEZJ2N3f4+DggO9/703KsiTP4wHPBEcxHlE3TXBp7Fq+u3eeG9R/9ckZURT4wZv1HCUVzhtEN+wpigKlE/xqTVktqOtwzA3c4tWgeo2kIkkyZBRzdHqGA2xtadua8bgIBmyNpa5b2taSJFGXmpQQyWgoSNba8DfWDeWmQuuU8ThDRxLTBmhIKoXBhyEhwaYg6vD2vPPkl1LS8mljuZ/2JWCw5hXdEA4E6/U6CFxUinMwny/Z390hjiLqukT3FEOpqOsKpSWJJAhdlMJ37oFCBEaWJnSkF5a/gdkBQRo/Go+619WFOYgIHaNtw0C1t5cQhM2gbmrapgnjF1YQAAAgAElEQVScbiWCF1FT4a3EmZabN25wdnpMpBRJlnJ8fMzVGzeI0zBZcM6xvbOLsY6wCkPP21tFBMg0RAW2bQOejhkUWDpxFCEEpFlKWZacnpxhTJgJ9Gw68OhYY63DekfvszIZT7pTkcZW9fB7jGmQHeFCIAdBmJAK37YY02J7FS9+EGkJ2Xmya4WQirKuA/ZtXUco6GYHnQbAueAzMyiuO7uAgcnXkQ6ssQihiGPVFf7wfUIG4ZjtGrBQ9EXX3TuU72iUXKTT/bjrc1Hc4UIWr5SCODg4Toucna0xioBbNWXF+dnRRUTe7i5SRTx69IgoS3n99W/w6quv8czt2+zs7UKkBk/24+NjktqgtB+SlMKkv+0WmqOYzJhuBX6uTlKOjgSpLdkcHVC3YQNo6po8y2i6SLEsiYhjzc2b11icnfLqq6+ghOXXfu3XKMZjJuOCu3du89zzz7G9vc03vv577F69zp/781/l3R++F+CKvGA6GrNarQJO3c0KILxx4zgmLxJOTk4Yj8fM5/Nhuu+dwdctv/21r3H3uWdoNmtW88WAp08mE47nZ0NyjO6sXw9Pj1GxxtqG/f1d1us1UaS6IHGH9mHo1j9edUW3z6EdJN/CgTdYY8imI/JYselokJuywgjPaJRyvl4SIXEOzhZznAVRwmQ8xnvPOC/YnW13gpegRj5drlAqwllDpRuSVON9S54nrMtgQmY7Nse6WpMXGU3b0NJSFIHimqogjPvjuy5i8qQQIEOGaRxp0iRGEAyknLHUTTV4x4T5hQyiJq04PDxgtrXNaBSgDKQY8POqqlDWI2RQSw5aEVwX0eaJugAM23G6ywqUM5iqxXbdpbPBydBZS9OdkpQUFEVO29TMtraQeO5/fB8dxcRRxGQ8YjydkCYJB0+fkuYFV6/d4Hw+D0VcB6uEtuv6+w0JwqkkmMpFVHVF3OkghBRBxes9WMeTx4+ZTEY4E1S8EGCoOIqpmnq4v0KGzreqq846wJNlKca0SOk6kZLvwjMubEv6ohvgswuoQ3QZed55dByFgJuu8zY2nAl1pLus11B86w6aEYYBMo60Jk1CqpPp/oa6bQfadxiqi67JVMHWQMlBVNWaFh3pzpTMEXX4vxqEcT/++lwU98v8XwDrw6KdTcdc399la2uLoijY399nPC6w1nN0dMzv/e43ufnMtZCIrgRXruxhNhuOnnzCdDYmSUN4bm/29fD99xkVevhcX+z6N0OcZsRpBlKRFYYt73j05D3mizV1Y0KwRtNgq4YsSYNlgfGMsm3KsmS1XvLDH77LV3/pF/nb/9nf4ny+5OH9D3j04GMQllde+yIHx3P2rl/j/v37vPDCC9x/8ICyNdx56eVBvt9nvB4cHDCbzRiNRpRVw9bW1iDo6h/3nTfe4OTxA+ZHR1SbBaMiZzQKUu/+543H44Hn3HY0RNUGGMVaS9lWSCUYTwqUFmzWFRGaWCeD7YDsvFz6e9C2oatJdWA6TSaTTiRmcXUo7k1VoUc5y/WKLEuwIhR8tGJdrhEKdKnxjWGWjwLN0brgse08xjjqqiHPI8qyJIRKBzGHlpIs0TSVx2GpG4PQYQOOEo3WwYlSpfGnOMI/9Ut82v/LdWyZJI7Js5QkjoO4J8uIIo33UJUVT58eUIxysjTDyyDI88ZQbdbESWeypeRg9rVezEMmqAriOinEkPIkhAgMKKVBWFQUkeBZb+YBmnG+sySw+K6rttbhvSVKk2EeNp+fc/P6NV54/nmapmW1WrBerUB4ZlvblFVDmucsl6swG1utMM4xns46+X7ouAMMuiGOw/oy1pLECcYaeltc7wnh7ZsVTVVhTBPcPiNNXQdcHkFnLxHgCeccrTMId6GVMa4NytBYI2QYqvbOihedNOGkY80FYwURov06Jl8fpOGtC5i8tQitQ+FVCi8I0JIUmNaE191KcJ5YRx3N0Q/MLe/D5qZ1f8LqWFT0wR1hFtK7eQobaJGymxlIIRBaff47dy8E6BinItAxCkG72bA7Kpi++BzxOOXGjRs451iua0zdsFwuiWPN06dPeXrwhDzPeemll7hy+xqnp+es12vybEKbC/RsxnRrn/nxitOzkls3pozHY5JII1XCfD6nahrK9YpRXlBvSkRr+fCTOW/ee8h6XYVFYQ2RCOnlZbMhEh4rHEm0x/ZkxGuvPMe3v/k6D+4/5sreLn/qK3fZ38p45+03GSUZN3avUm4a9nd3INvi4YNPuHHjFnGSQZ6TdoZYvYBrOtsGIagbQ5p0HHlncVqyWcx5dO8eX/v//hnGt2RRjGwqXN3ilCKNI6RwJMoQR9mgHHWJ48nZgpPDY5xzjEY5OpIDjHFtdx8/s1RVhRCCophgWkdTrtG2Qfnwn1QepQSjOGE6m3D16j5SwmJZUVYVQjnSLKTJV21DYyysTAjUjmJcLjhfnHNUnTHOC9LVCnCMx8F2eb4o0T5GqyC5ll7QtHLwuWmaBq0j8rwIRUIIojjAL957RKSJkqCo5TPeAD+Vq4ubQ6hgL2sMqdbE0zEyCrBX4L0HmlzbNmFovAmuh1prptMZ2TgPA+22RasIpwUyToiTjKYyVLVhVISOurcZHtw8W0OkLdYYhPMsNw1n8xWtCXACrsPjCUZmnjALUzIjiTRbs32ODg9ZrdZkacre/oQsUZydnRFJTZHmWOPI0gR0wmq1piiKYEzWnf56KmeAFzsRkXNoJQMc4kO8oGka1vM5jx89CjJ8KRHWgnU0og+G9qgudrB3TfTKs6kbqjK4u0ZRmD1IFfDyPM0g9t1wNeS2eufDPfEWgUN4hxTBP0ZLTZxE5FkW4K/WYpQF61EqiLis6+5fGxoyISVei+A3b+vgbd+GYXYUReFU1BiElyhB5/YbjMhMh7tbF3B7rSO8dMQwePgHQzPZWTx/9rr+XBT3nhnQx+NZF3ZdJwVb+7voNEHqmFhrHj4+4ODpUddxtMRJUIaeHC94kD7hhS+8xNZki5PjY7YmU0QcIJ3xZIL1jqv7e+zt7ZGlOQgXjkgdA8S0JefzY1oDB08P+cH332a93tA0IWXeWTvAR5vNBh2F4ISzszP+zJ/8OZSvef7ZG5wdPuL+vbd49MlNvvDS8/zMa1/gg3sf8Lu/0/LcK6+xWC2RPgR5Hx0fc/vu8/gONumvPmy65223bdP57AQlnHSG3/pnv8F6fk4xGRFLgUoilBA0dR04tEnEpmrCAu26+KZpGI/HnJyc0DQN83nL3v7OwHaJ45g4C/a76/Wa9XrexRN6JtMUy5Q0iQezsHGWs7OzxXhc4Lzh6HiONYbd6RajvGCxrjDnhvW6ZBwXgdPd5W72V9u2LBYLtHesyqqDiCKkioej7Wq1Yt1UQEjWCkdcM8whsiQJLKbeGEsEEU7jzE93Mf+h6yJZTErZyeuC90icpUilEEIhlWC1XlCWVfBox6FkiKOrqhalNky3ZyRxQl1VJF0GqpSCOIrxePIsI83SkIvQd6O9vN0Z6qbCOSg3AcNujcHZoLzsBYQDza/zq6nrmv3dHQSW6aigLtcs52esNwVb0yk721ss5guePnGMt7Y6uC4Ee5RVxXgyDSwecWGc5jt2St9d91BIz2gT3vH44UNMU6PjCEUQpQkCDq0EgQtubeCx64u/N4oiqqrGOUvTOLKstwoIm4JUPZ22xbRNwPCVJ451oDx2z8F7T6SC22UUB4adrRq8c6RxQqQjmtbgmnC/og4OC8rgi0Gnc462aZC+83M3HY4vLqDXtm1pO3y9h2T7QOw+LESqrrP3Ye0Mj/mM63NR3OECmgmpMlDZFhFrRtuzYE5Ut8yygueff47JZMSTT444OjoJ0nQnMK3j9OSc3/udr/MLv/AL1NWazfocaQN1LkoTojxlaxzCsXUaBDFNE7DBqqpCVurZOatNy/2HhxwdnXY2p4am3ZAoPXjaWGvxOjBG1us1X/va10hky7WrV9iejchTyfZ0wscffciLz9+lvb7P3VdepJaC4/M5z9+4S2MsXigWyyVR4cnzfJD698nrcRwPvzPtGAbHn9znne98lyyRTIqEItZkaUJTW6xpmRZZx0RoyEfFsFiTJAkfpWGaj1AOJtMRe1s7pGmK1posDoWz7hwGnbddJ+dBeEZ5SpZEA8wjCQImqaCpWhpr2O6O4VVVAZrNak0+SYh1SnPJnnU8HmONIek84w/PzpEyZKCOx2OK5CIXtIeELntpXJ7TBJvgC2UyztFWNa01f6Tv9b/7SwyYsHBgvAMliZIksDKcI9Ex0+mEOI7YrCt8FUK+8cE1ta4anj55ytWrVzvLggbRsSmkVkitSCIdsOSuIXDO4LsBZtu2VHVDaxzLdUlZ1UGJ6cPjAuMjUPacC10xgGlbHn/yGIUjz7PA1VYBVlotg4/MqMiYzKZYIaiahkkxCWJCIcJQMuocPK0ZYBnZFdoQHn7h41Kt15wfH6OUINIq8Ne1wtnwt8Q6PM5ai46ijr3ScdR9oDrGWtP6YEeRJmlgm0g52IOH4WewLna9NwSeSKtB8NS9aiHOT/TUSEcSJ2FA27F7TGuCQKvbiMM3igEuUiKYDpRN021OrmNFiU59LAf/mcvr9GKOEHxogjVLJ1rqrBB6VtBPuv5lwjpuAf8bISjYA//Qe/8rQoht4B8Dt4H7wN/w3p+JAAL9CiHYYAP8He/9dz7rd/RKMeiOHV4QZyk3n32GUZGwXgUV6aqqEa5me3tGkmQURcH5YsnpyRmZV5yePWVdz3nu9h2KUcJ6fcpIXkFrzdbONpPtLbQSCBFS2nt7Aq01u7u7tFZwfrbm3XsPODhd0dSOsqyo6hVSClZlRdpJjI0J9L3pOEeYhsZalMr46NFTarfLKIv54dtv8cLzd1DecXjwmChPMdmU1/7sX2CxWiJURJSEN2a/YPsBMDCIfbTW+I4GZ60lFoLzk6eY9ZI0kri6ZlWXRJFCRpLZOEOoiOWm5pPDY3Yn4+FeW2sxTYPwHgnEKhT0PM2GRR2GqoFx0jSOchOGlptNiW3DMT9JEkajEQB5kXZMly4uz7fkSQpRzDSXmFmDwVNVwYJXJzHNylLkBaZtg19/WbJpGuq6DhBRHAcKXQfBlGVJWZWDBL7f9IqiGARTzpuBU55GMZZAQ/xJ5ko/jbXdr+mLj4E7XoxGXQKY7STrFrwlSeJgQxAF2lsI+xbUzQYzbwa+edvWRITuN07CsFR0J3Vj3adOC1EU4bph3/l8RVm3A+3PurYbEAaPmPAcQxcdEou6IaTSLNcl1vsgMDs7YzoZI/CUmzD0dSpm+8p1mn5YqNQw8HPeXRJQcZEDK+VgseB9gEPqusSbBi0F3lqMDQ6ISEESaRCS1lg2ZUUaR5+6z872U43w92sZKISXcXnnw1DZWroQ73AveqteJdVwYtSRCrCJuHCLlCoCCbEWuCQYs/XDYSkkrm1RUTyYglljMF0BH7z6PURRGJpaEzyGrHPEIlgJm7YNm5f3mLbtaI9Bfa+kHJSqn8WG/Jfp3A3w33rvvyOEGANvCCH+OfB3gK957/++EOLvAX8P+O+A/xB4ofvvTwP/c/fxM6/WbGhNRGQSUDFKRizOl5w9OeTee+9w7cYt2m6H390ZoZVjMo4xtWR0fad78a5xfHLGwScPeOHFl/E+xUmP0IooHTHZ2cfMD6mrDUUkyZKE+abBe8HZvOLDwwVvv/ch61U9vNjOgRQx4EgVREhKWxHFkmmW8ezN6+AaEi24srPDvfff49atW3zrW99ivV7z8ssvc+/De9x57ct4CbPZLiIesTMpWKzWjCczVBzjvBgKuZQSqWOkBGfbYFkqgn1us1ny4VvfZ3e2zfrklMUnn1B6ifCW/a2C7TQjLyJUlCAiwdlywcnxIXY2G5glq6VlsSnZtC1muaAoxgiVYCU4sx4EQdYYYq3YbAzz5ZrTs3M8jlFeEHlFXVvGmSZCEqkIoT3bo6LrsA3eG+LIMh6l1N3ir2rHpmoY5TnbRc6mNRwv5mykICt2ieIK0wYDNynlcJpRStE4T4P7/6l7k17LsvNM71lr7bW7094mbsSNNjsmSVGkGlapQRUMm3LJsMtleWDUzC4YBmriicf+BR75BxTggQ14YqAMl9xPSlUuCSWZFE2REplJJjMzMrrb39Pufq3lwbfOiaRKSUpwUaQ3EIjAjYh7ztl37dV83/s+L8vtmt4PQv1sGpJoMOl6R902eKBKJN6v67ofZ2L6axnb3g94L7mjRCdi3/V0Vc1ysaAcjQRMoDR5nqAVpFYTnMKW+V7P3DQt1XbDbDYHpImHVmhjsVlB6GoJK9HScO4iQrbtHKu643axYhhiwzDa71XklRgljbwhOLRRpEnCeDyC4DBKAq+XqyXj8YiLi0uGoWc+n7NcLZkcHkfeTA7akqcJXT9g00x2nUSW/M5ApCUSUAUIeFCK4Abc0LO+vSFPM4akoasqhiBqnyJLyE1CYnXU9EPb9zRNTZam8VkN9L3gcAfvCV2HTSwouVchxgkSJ3ijFcMQxDjWdkDYewScC9hExearhmDIrJXmZ0Tyah1IrcH5yF134ixNkoQ8SRi8p+k7BqUwSY7WDh/LhDsZpnM7fwl4ggTaBNG4++g9AZFJDk56Ibtd/Y6L9VnXXyaJ6RXwKv55rZT6HvAA+B0kogzgvwX+WXwAfgf472JyzR8qpeYqBg5/1msooGka0lJcqNYIdfDm5gbjHGmRkxUlq+sbXr58SfaL73B0OOH58+cU+YSiKNhsNgzDwHg85eL8inL0grc+/zb18poaTds4chPY4qV+WzXYvGDTBD5+esGzV1fcLCuB/riOrpNjYN+3EXva07UtWfDkRY6MT892vebxo3ts17f73cHjx4959OgRl2evuLx6xcnxEXdO75GXIzol2Z7bWiL4dihiH9Se+aGUQhuDG8RtqUPAK0/Xt3Rtw2yc8clH3+d6vWQ5eC6uLxjnGYdHE+rgMVXLeJJjtMW7nqH3bDc1XRvNQjbBGo1VkCeGrmu4vrkkLQuy3NI0sTHbDzEgoJFBqQJZaglBwqzNAM6p/W46hMBsPkGvYTQqSFpNQJOlBZ2H8/NzOhWYjEaYVCaUfrPFD46TgyPypKQfWlarPY+CPqbcDEFCnAsrLtdhcLjBQxmYjMby75yj7XuCgiqyd35cYs1fx9gGcG5A+4iWjY2xtmmleZcYQTA0LVW1xugpWW6jJNbueyzBB6wVrnpit0xnU1zX4JCJKNGBHsEa9IMTH4CD9bphUzW03RBLMLEBGGvdu5KD8w4TxGYvm+vA0HWMxyV93+4/y3g8ZjwaU9cVdVNR5Bl5WcpEhcEkYora6dR3KGKIf1ZER2ZccINIDp0XLG6aGDarpTThfaBua9HS55aBgBqcnFCV7HqDD/S9w7ldHV9FXbjscJ13+LaO2AM5WQYnztYQZOEVxczrnkMIHrlF5rXuPURYmpJ+mHJSlhHvAGKCBNIk2Z+gfC+O1zzLSFSCD45ooI5UTXkdj3AWjDb0MUIy+ADRge/iYuS8wMv2GIWfoBP4K9XclVJvAL8C/BFw91OD+gw52oI8HM8+9d+ex6/9yAOglPqHwD8EOI1OzD3CdRjI81yafpsN5XRGWpZkdc+9+6exE245Ojri/e8/5e7pff70z95jNBqhBkVaWPI8RSnHDz/4KDqUpeFxtqy4ut2y3tRcXC2o+oAyCV4bFJa+kwi5QI9zQtILwVGUGXpcYlBkOiEhMBnl1OsF3/7mC/LMcPb8JWmW8K1vfYtH90+ZlRmzt95mNBkDmumdR7jyEGVz5lmBTiwmSambhvFktrdg74xUGimRJEqhXE9CoO5q6u2Gy/MLQj+gA9w9mlMWOU3dsVysGfqeL3zuXU7vnvDWw4f88KOXbOoWO3jyoPCq4/TuEUZLiHJe5vTeUfdxMdGRhDcID2M6GxF0wNgDlHZMRmOsNgx9Tz10ZEOH07s6esnBwRSIWaeD52qxpkxSunaKXjY0fY/VQsLLsoyZC9w9uce0zFlsNvR9S9U2bLsGt5Hj53q75snpHbRPONMZT6/OGJyi6wPrbQsMe9583beoiLndSfx+VmP7/umplIaI+ZxKwieatsH3PUmaysSTeIqy3O/MsixnuVxTlCNubheyA/VgEmmwoSRMQ9YtWTDqbqDpxO7eNJ2EMSsxTileNwpBJhW302rHuL2d5l5Cxg1D33F9VWGMot5WaK24vr5mVJakiSGdTLGxLGLzsVj5dUKWsq8VD85hrTR/g4/UxSClE9nNC8NIeC+iha/rGrwgBoosI0kMbnBsWmnEz2czyqJgOhqxWm/pnUOHgAQGBsrIGTJGi24/vA7d2DPuo2HIppagerTOQMm8olGRrukxwUUMAFibkGW7YCA5/TRtT6I1zqXQuah0ESerNoY0QFHI/Wp3mGo3RJ18xFcPPeMyRwVNhWbT1FLy8dAPglPQscE9eCdSzLiw/WvhuSulxsA/Bv6LEMLq0/rKEEJQSv2VulYhhH8E/COAL737TthxYna66hBiRFVqcc6zWm/JyzFGey4uzji5M+fBgwe8/8EnBKV48uabJEnC9YtrhqHn/OIVn/vSm7TBUBQlm7WEZPzgk1d0g8KR4vsEEwIhSNDA0Iu+VZp4Go3BmDFZZgk4FqtbiiQlDI7pfMa9kyPy1JAmnmfPnnJ4cMKz50/58MMP+ZWvfJnN9QVnZ9d87bf/Ha5ursnHMzY6F8ZG3+G6nnJkXrsKo3V8GAaCMvHBS2iriqFt2K5u2K5WvHp5hQkpydDxpUcPGZQjy3Mur29IVUIyH5GkBbPZAZMi53rZ8f7779P3EuM2meVMioL5eMpkMsEUls4NdDfX+6alGwZMVEsoIxNOUVqKIuXO8TEGhVGawfmYjxofvOkIpSOUiii9w6PwpMaQGIUlwSRQ5iPSNOdgppiMJhxNc5LUUnU97vqGplrvrd/5qOTNx4/wVaD2Cnd1xbZp8V6aaN61JKkhzTPZ5fsYUpH8ZHfqT3Nsf/lLvxB+1CzzmhWuIsKh6yVgRClo6mrPUlquNqBgMpmglKatpMla1RXTgwkOtccvL5crVpsKFxA/gBcjkIBnBGUQPysQ6/HWxpNEoOsEKYEP2Ew0+EYrjBYUQJblbLcbVquVhFc3NVXbcv/gIU3bYGzKoGK4Raw1JxG34INHRTqnNAH1/j24YcA7oYAOXU9VNejI3zkYjfBKGrBN06LR6CxBa9Hyp4mh6RzL5ZJdgItNxamcWSuLSiKLWt02+8Vst+vdcemVUrJoxlQ2WQol5m73XIoqS1Q5UiWT+rsQNcFohdaRr6khMeJFIAWbWPLUxMXO41tJftrF6JkkYTIewwBDgNA0cfIH5RAipN4Z017zblDqxwII/lKTu1LKIoP/vw8h/I/xy+e7I6lS6hS4iF9/ATz61H9/GL/2mZcHhmRCsDN8muFdS1dtefjgDk3X0jaBzXohOzOr6ELCN7/xPb7w7n3eefIQbQvefvMJn7x6RtU1bNcrbm5uqG82aAdf//p3+Oj5Bb1PUaoAgphyhh6vAnmaE/pAN9QQggyaRuFVTTkqyJKEs1eXTIoxwQ/ce3CfzWrBy6srDiYlX/u3/g1+82//LX7vn/5THjw4pW8rfvC997g6P+NXf/PXKQ9nvHNyzHp9S35ngs5y6Qe0LQ4iD+O1vl1rLfXUeIxWOghXJEC1WlM3FXmmeXjykMIYtp3U+maTmagCjCEzmvV6STnKmUxHFGVGqOR7+XYg1UZwsb6hbxupVVY1TWxe73a9o7Iky1LKNGE2nzCbHu2bvm3bUhpBme701N7mbGO4ipSyBvrOU0Wcg0ocCQM6aKx1TCai7MHXLBqH6RUTNJU2qEyRWUtuUw4PZjw4PWG9qkivz5nnCcMAddfilMCUaBvm2lKmFq8GSQcKYW9L/1mM7QB4ZUGn0Z3q8EPPeFQIz2SAoetkktXg0FxdLZjPSqbjEUonTCcTNtWGwVuGXprOru1RAS4ub1hva3wQ/gggtEIvRMFESVqQCxLKIUoPBQz7/k5dVVgjOvRiVDJ0HVXTkNqEB/fvcXLvHi9fvqAclXg3sFosaKqK47snJFnKrMilfJlblEnAyMTpic2/sLsXYefVkZp/8FIOiUavoe9kU2EUo2KMiXVsH0TWKhsvhdFqDxizqRXI1iDfO7jwKbv+QHDCFnODw/U7BLJAwWwi6qJE72TA2b7p65wjUVLmEWlqAG2inDGanSJqYOhEeimlHY8KCq0D1saNRRjohoDyYFEMSjEYuTdGG7I0ZVQW9N2AaSBNBOzmnMPvFhPnSZWW/pLaoaP5MSN7t4T+mCsqBP4b4HshhP/6U3/1u8A/iH/+B8A/+dTX/xMl128Ay59UkwwosnKOzcdoW1Jvtpy9eMmoKCjzAtc2jPOMSZETuoAaEjbbgY8+uiQvCgESWcud41Pqeo0L8OJ8wz/+n36ff/K//z7f+/4LNtvA4CXooa7rvd77aH5AGBx900oDIzj80BFcT6INzbbi+uqKPM0kqEIpXjx7yptPHlPkY66vb3n//R/Q946vfe1rfOELX+Dg4IAPPviAN95+i2xccnNzg1MJ5eyILC/3Fv4dhne3m9pJxJRSmGjpV8FhjZYB5Hq08mwWa4bBk+UlpClVU0vNL0pJnXM8f/6c7373uyyXS47mMx4/uM/d4yPuHovscTcZV1XD7W3Fze2aZ89f8fGz55xfXbPcbCU0ZLmh7weSJCW1uUjqmobFYiHUyMi/EaJfz3a7pWka1uu1hI/nVqSUwUldUWnG5YjpeEKeWg5mU0ajAp1q+qGlrtd0XStArSRnnGfcPT7gC++8xajMmYxHWKMoyowkSzCZYFlxA+NRQZ4YjILMpmQ2FXfgZzhU/zrGNihMkkaFRcLQD1TbiiQRFYf3A0miscaAA+UVfe9Zrxupf8dyV56XMecTtnXPRx+f8fEnZyyWW/o+kgIRCk+XVvMAACAASURBVOFObpenmQR2uDjDESmKkQ0+DANt04gpKDZUq80msskF1LZYCsXzwf0HzOcSSL9crhhPp2gr/yagSdJMDEUR8Wztj953pVR06ypU2MX7yUQsOvsI++r6yFiRbFgJ2BDT0a60s91sub1d0HUdeZoyLkuKPKPIo6Pa7U7+jrYdaNqe7bZivd1SNw1dL76VruvZRewZbfbcm67r9lLN3clDvCbDXlbqvUMnel9yA/Hr2ES8OkZrcR8nohjyQWTK3otRyShDYgxFnjGfTUT2aXfANyO6fhNn9hBlmlp6CfJ+X58GP+v6y+zc/xbwHwPfUUp9K37tvwT+K+B/UEr9Z8BT4O/Hv/vfEKnYB4hc7D/9SS8QvGeUpRigqbacPX/Be3/2XR6eHnJzc4VWCQdzYbVXVYMfBlKbU7UDPgy03cDZ2Rk6zZnOTnnx8pLrxYYX7QWtUnhj0cruTTwq6lATYyiLgrZpcNZC6Ak4Btcz9C0MCpskpInlcDJDG6l9vfPGI7pWQoZn0yO+/e3vsLi54m989Zc4OztjPB4zPzykcj1vf+4d1tst235glmRUnWNc5njMXr+9O259+oc19D3B9fjg2ayXJPEePV0uMFqzbQZuVmvAs1wuybOC8WQESnETsb55blkul0xKxenJCcTYwtfM/Ja2bXl2ccntas3VYo2Ok8l4PBb2TjB0racoNNttjTHdnkO+S2faceKdcxgti8sOzZumCV0xiKyzio7JfpDjq/MMXUPvB+q+wTvZbWW5pVMDaVJyOB0xK0oe3D3E+QHXOYo84Xg6o24HuqGn7VKMsWSZRQePNRCcmGb8j923//THNiFgY7CCGwbq7ZbF7S2jMqNtGxQyCSjEvh6CSPGESCiUwaqqUMZg05KqqmnansrVOCWZmrsQbe+E/riT2yWJcNpD0FHhEfZNVYLIEZWKr6+kRDAdj2OTEVKbcXN9Q9c03LlzKDv8+LMegmcasR6996TaMDiZhIJRe9nubjzvJvfd8y519kDfdygCSdzASLkk0MTO4+75sFbCL9qhwXm/R+zaJKWMgSJ93++NRM5Jk3hbRxJp18cGpIrlX00IGueDOOJ3VNSYSxp82J9sjJFUq11z3iQijzRG45O4QA0R3xDLbUKvlLjDwbt4epH3LQlPUjpKTcKoyNlxb4xR5DZl0H7/OZR+7crVInNnl+j1466/jFrm9/ns3f9v/QX/PgD/+U/6vp++2qbm8sVTJtMZL1+d87/+L7/LySgTtnieU29qXj77BBADSNNu2Kxr0sLyw48/5OGDR7x8+ZLbVc35ZUPT9bSDp3GOrZPuc2ZzGGp8+9pEs91u8U2Dd45qs8UHQZyaOMjzsmRcjmi2FUWWc+fkkKFr+OjDH/Lmk0c8fPiYl598yJd+4cs8fnSX999/nz/99rc5vXvMV7/6VT7/lS+KLGsYGI3nmCRliJZwF15T6bquw0Y79s61Z5Q40eq6QjmHdwO315ecn70keMVoNCLNcrZtRd12EBRH2QmJtcID15osS/apRXlR8PjJQz755BNW60oCLWI92pPgvKZueghDDIvI6boeFSq6to2kQoFw7Rrf6/Wa+XxOWZaEIIRGHw1JcsyVncjR8QGbdcVN1exDffsgA7nrWpI8JS0zQaBmJat1hSkydOeYjDJGhaXvarRO8ENPahMePbzP6lKyW22asnGyAw59T1Nv6WOtXpANn6mW+amPbecG6u0am6ZUVc0nT59SWJnsdyHXVQxK8QScE2KmNprVesVoNKaqKtpuoG6cUBYDklnrfXRVSgpScLumoWwOiA5eMQoJjEohZUCTJNgkkTKINhRFjvcD6/WKyXgkr7tZcXBwyHhcsFgsubm5oSxy7hwfMzs6eO3ktClKmai8cVH59akMBf0aT7y/FFFWKOiDtmmo6gqCbKiMSaJyTZrheTQiOWelJh7HodKQaMN4MmKz2dB3A0Pf08dFZccjGpycWHYAPe89QxhiKpIT9Zt6DRDbBcILEyc2n+MiKtAxUbfleUrfD7RxYSY2O3c1fZ2ICQsvNfm+H4QJ46RsYxON94NIUr2gFkajkr7p4obP0MeTFj7yb1zYL0Q/zqD3c+FQHbqOr/+L38MpaLqWzz96JEAkO8LVgYurc7SG0/t3efP+Kbl9xU2x5fxygfcJ//yPvsfVssaRkeYZXT9Qd45t3WCNFmRtNMP0eIauJ88y0UMPPUbDbFJwu2poW6EwGmO4PjvHz6e8+eQR907ucHtzyeBanjx5xIcff8y4vOD09C73HpywXK+ZjA/45V/9Kr/4pXe5//g+nQ9kxnD84A1sOaX3nnJk6ZwkoO+MCGmWgTGo4FE48D3gcUNHRkDrQFVXbDdrinzEavl9bJZweHiPE3PM599+V2L9du/7+prRZIS1hpubK6q65u23P4dOMh48eoN7Q8/5+bmoVqylGGnuJHNwGpMI48L3A4nSbFtp4q3bmjzPybRD6YTVpqFuWgb3yd7QZIyhGI0pcwvBcTib0iswAdLgmM5K6nZguagwCXRohqRHtS0uOHzvwI4ockvpIZ0aiiIjMJCXBd4pmq7ljdNT0AnVwYzVZsu6bshViQngqpZF73Ddlqqq2Laief5ZXd57Ls9exrKpZz4eywKuxe5eNxVKQTkqmZQlRle0pqduxH+xuljQdAMeceI673FerOxay0S4g8h5BGxljIEQGKIqJbWGtttNYlImaKqakFkm4zFlkdO2DQTPZDxivV5jk5qyLClHsshbm3F8fMzBwZzRuMRF41E+mqATCeZIEo0LMSEIICpGZMu8K7xLOSZ4z04kOXgp6QmvvEUbRZaVFCpnPp3RtpH8qBUtLUkqO+q2aRjcwHQ6QynDaDQhlJ66qiP9UsZzrlII0uj00YikUAzxhNJ7OVmKK1fHurrDh83+1KCUjoRUDSGQpSk+avV1CNg0YWgkm0BpMCgS5VH+9UkALXLMBNBWGriBHR8HBu+YlCUozZCldP0ghEhEyRQGR+sDAUnX6p2onj7r+rmY3LXSdNuaqm24f/8+9x884unTp3z44SvunZ7w7hfeJiDpNc/PX3C1WLHZeF68XLGuthLaMDqgKEe0fS0KDy3W/TyVlJsdP6ZuKsq82Af7CgkuUG83+8CEHXmxspaqqjg6OhL0bpZQ1QOHR3OUfsIkLxmNc77/3vd48ugBd0/v8vbnfpM+dFStYzSdkFhDOZ6ys/8Lyzrd4xZ29nqvNDog2t24GnddRxIbrEmSCBkw8iZ2tfXjoznaiNJosVhwe3vLbdUxGhUsqi1VN1AEz816ycPHbzKZTukWK5qm4erqihAEt9uonvT+MS9fviQERVOJ+aft5cEajUb799x1Am4bnCfYjGrTcHG7pigKDqYNs4kEaadGkyipy5ZlyXpbo0yCzXKGoaPatkwPDlHGc/byGdsADNfcnR8yn8wpJzlFmbNer+l9wEWZ6tHREQTN2A/7ElPVtRzODxmf3GFZbXj/449p8WT6tULkZ3EpFL53DN7FyXLMZr1mvaooyoLZfAoEBufY1luarqPvA9uqk9Qi50kSQS8LpMoBOuJ49b4J76PCKUnMawejkybf0A9kWfojpZIh3rc8jwHXRr3u4yiwJsFaw2KxYDIaUZQF09mJlBmcIHClPizsccGGBNnBx8/NrrGpFCoqTHaTvPcOJfWFfQlJNO+7HbQnzVN2WNyua+UEOTh5XoZepIoE2r5jNJ5gbYrvOtwgOJFAIE0SBuUpR4ZquwUULhq5nPfx9WKEYXxfu0SloAWPUEcKZWYT0lQm2l2whnPyfvphgOjKlZOtk02bClT1liEAoaFIM1KbkaRGnMZdHxcc+ZVlcoJPQgDV4lvP4Jwgg4ucbOhZrDcohsjY+eyx93MxuQcN2WREWuRYbbi6viDgmM0ncryzKWevLrm9XdIOPRfnN6yqjrrxBJMyPZhjjMX5HuJxEGOYFCXBvZYYCi852SMEuq4jUdJ5n8/njGdjkiTh8lKY8Xfu3OHNNx7zJ3/yJ3zpi19gsbgB4Mtf/hLL5ZLrl69Yb5ZMRgXe9aTWkI9yLs5uSNKMg2IklmalMTaT8ktuo0vx9S/vPSqJdT0igiEamkLjaWIk2wcffMA3vvEN/BAYTSRnc8fq2JVF2ralsBoTBgyOwibcOzxklObMJ1NMmhKs1OJ3E+MkG9PTE5Tj4YO7XF7d0DYaq4RvU44lraooCsaZxqY5g9c0bUfVDgw+kNsUnOf29hbXN5zcOYoSNc3LszPSPMPrBJuM6Jzor5WHalvTdA3eaV5cXzLLUo6nE0ajjOP7c5lwRncxSYIJQoWczQR50K0XqOAxCvJU8c5bj5gVIy5urrlZ3JKZhLrtSX6WPHcFOk1IvUErRdPUQCDNRPqotKGqpMHvvKeuW7pBclaD0qSZTHA++Pggi8PTah0VJ+G163Ivl5P6u45GmSxLZTJWitVqJbLWImcyGXN9fcPBfL4PPTk8PBCOz7aiHzrS2CQ1WsWA661IEaO6JkT+ifdOmsbxM+9+iwmh+9uxqyIYYwix+esGx2q54vLqkuAhsSJ3JBDxBWLvd85LU1HOKBitKbOMRBsym6KMhliKQyF1c5vEIOvAaLRjNwnyV2snISpKFherxTzoQwz3iEanRMtJqI1U1rwQQUJAUVVVPJ1otE5wAXm+g/RQpOeh2DY1qTHk1mKtJi+FSGmSAsl8DnsES5Ik+L6VGjuSTjabjEgTS91KdcEoFVOf/r81VH/qV9O2vLy+ZlKUXHz0CTbT+91ruAp4D3k2Zlt7Pv7knH5wdG7A2ASVaDrXEbqavnP0MTtVW6RGtoPvB0kMHxWlTHK7HXPfQXBMp1M+/PhDtNbM53Phu2vN+++/T56mfPDBB/xHf//fZ71ec3b2Cj8MvP/ee9y9e8S90xNCcHz48Q/RecKv/Pqvs6nExj90PUHJap6kafwBun0t789fAlwyuLaVYzSvJ/snDx/x9PgH/PCDj0B5vvDFdzk4OEAbIUhuNhvquua0zKSjn2uy7IDcFATn+eEPPuDe/VOq1YrJZMLVzTWj0YiuaTg6mDEMHaPpDBWgaQNJUtLTkUUmeltXjEYjinLMG8qw2lT0TUvbSpO1bVu2g9z/vu/FfFR3VN5xvRCPQGoH3KAjmGxD6we8Dlzf3lBvK2zvxcDihauS5yVDD7erFUMtE9B4LITLar2ia7d0fc3sYMrx0QGlzehdx53ZjINywqZthQ//M7oG56gaQb/Wa2EU7a5AAwGMsfQDrDf1HualYhnCeQ/BxbKLXHvV/ae4OUrF5r8VlrtXYsTRSmri6/UKlEj+lBLc7GKxINGa1WrJW289oeu7GEztWS4WFGVGUUqzcrVegdEcn5zQR7Kh6LxVnIR1VLyozzwphTjxhZhaFI2woGA8HrFe5ayWayCg5/P9wqaN3od3l3lktkTukFGysVktlxRlydD32FRO30nMK8jSlBA8iY2Nayc5zR6PSTQKJdgGm5AklslYCfHRCYJ5iHX5wce4wjif9M4zBJFCJkoCfyST1uF9jwuBoAJNrBpoH6AAoqJI1FLQ9pJzDGKUEhdqH3kzjjSz5LksYj448jQlS6yYtz5DCQY/J5N7nuc8uznjaHrM4uyWtm1Zr9dorXn48CHWpHzn2Z/htCL0HtdL4EBiLF4Z+hiM3Pc9RPKbiQ2HoZMdte+FcjidzkViGMOeM6tYXt3SbBbMpiPyPJf0oqsryvEUO52QZZav/o1f5ezmmsenD/jTP/4G7XbDL/zSF7HW8tZbb/HJJx/zlXff4Wa14vb6hvnhEZtqTTGZA6CNjeuwuP+0j4wM5EHUMQJvcI4QFEkQkNQwNBAc68WC7/zJtzl79oppWVDkBcvFlslkzfRwxvz4AKc8N6tb+k7KW1dXV3Rdx+3qRhqoaUq93TA/OqTIco4Pj9jWFYVNuL28IE1TjudHnN49YVl1rKuWTGUkWjMuc5JxSZ5JMMd0VMpDhub585fc3i5ZLWHVtrTNANOEPLNgcg4m8yhRE4lZ18P55S0vqiXrVxc0wxAzXTXLZs2Hn7wgK3LW9S5uTtC/2+WKNDH0QwPecbO6ZbVe44NnVhR0dYXyisXtBqM8xbQk69MfmVD/uq/EGDZtRe5zuqrdS+lQivFohFaGzVYiCYlH810oQ0DzGhkQbZJx8txBsoxWBC/OyNSmokSJ5RejFW3XMvQdaZpEk08qE19i0UoW7Tt3jqnahnE54ubqEt/3zI/maK2ZTqdsNmsOZ1PavqdtG7Ispx8EjgWAktBoEB09YTfBx9p7jMALkWcjnyzggwTw9W3HzfUN9aYiTQRh0HU9Nu1Js5QszwgE2qgn3/GGvJd8YFlsBOObZjlGS2h9PwwkWtM2tXwtzSiLnG7wdIPDICUkG0suJoaf2CShjJC37baibTu6AL1z0ZkqCwtaJLc7nIJSCuehrlu2TUdf1bioqQdF53pWG0lak56JqJq01gxdL5r6MICXz9pFYFiaFNJ8NtC2PUpJvKD2r1Ot/sKx91Ma03+lS2nF4f0x03HJ2fkl26YnyUckScL59RI6RdtHFQkKEkOSWoJiP6nvdrcuOtWkk8zrJCEtiNld3XqXJOScoA42ixtubq8Yj8eSt1qWklM6m3B1dcHl5SVvf+4xl5eXjCZj/u2/8zXee/99vPd88MMf8ku//GXqruYLj78MylD3A+PpHJKMgDg9k1wclLta+593mCkCOFnFve/R+BgaEBhlOXfv3uXV4XOMkczZ9XrNN7/5Tb74C++SPHiA61qq9Yq33nzC4fERxahksVhgbpZsV0uq9YoitYyLnOPphLOrBtd33LQ166qiDJq6HzDWMgwVbhjYVhVlkRNcz2wy5s6dOySJhKQcHBxw994Jk8mEb3zjm9g04Wg+I0sNd45mTMcTQlCS0ASsVwu63tG0nvWyovNwdXVNOSo4vnOHzXqNJ7Bcbfne9z9iPjrAaJhOSsosZzzKwHmC89TVlqHt8M5xeHBAOcpYrhYoNmy2K2bTEm0sZZmT2J/hMFeKvLSkNpHYQedRRurVVdOBVzgfiYiI2HxnYttN6rI5F3erjiHYIUK4ZDOsSK3dlx4/zdQxxtB3LW0nIdu26/Yu6DRNaRqhbU5nY5qmxlrL3Qf3WSyXsiNerTg8EhnqfDyJFniPtdGUxS6VSDgrsJM9/vlZJyCOol1gtezclQIbS35VlqEUe57O1dUVB/MZejQSHEAv3pAsl59p23aotqPvO4a+Y9BaGOyppW4E/Nc6J5N8ohjiwiko5CApSomB4EmtJc9z6bVVFVmWxRwDy+XllTR5dYrRiiJP5fMHRAkD9F0X4V6B3gyCLW8aEitlYOEDQdcN3C7XZEm2RxokxojhSUAz0STlCMELlyYxdH2H6vuYL/u6lLRLdvqLrp+Lyb3ven7z1/8mNin54XevyfM86rCHOBF34AZMGFBZTmozXPA0fU/X9HttKoCKeM+9/VlJOnmINLZdwMNOgpgm7MOxLy7P2G63/NZv/Ra/+7u/y9uPnnB1dcXJyQkvX77k44/e53d+53d47/aKRbXhyTtvSZOslPr31fKa+ck90HJbt9stmcpQ1mK02b/uTmmwm9hFMgbadxjXo/oGrRxD38HQUi2XfP+77/Hhhx9ii5yTwwOcc7y8uKRuWrarJe8vb7i+vub05IhiMqZ1A+u64ma1pPE15eEo0iYNlasYtg2resnV+goVNL1SPDu74f7jh3zu3c9x+QffYHO7ZLFdk949QWXSXK4qSQZq25Znz56R5gnj8ZQvf/lLfOtb32KW5cxGpRiK8pQhKMaTEcMwcHXTc3W7oOth09TcrBt6r0RTrx3lbMbLi0t0mtFj2bYNVsHJ0ZjZKKVve3yiOX/xkqraEHrHJC8xWnN1foHW0DQDd0/uMR+X6CRlUzfovxo94F/r5b3n5OQOWiesbpvYH5GaOgi8SzgqHoxBx3EijG8fZZw7u3ksV6oYMIX6ESHK6+xPtee2KK0Zjyc0TUU/DDw4OeHp06dMx2OapiHPC6ptxWa95MmTJ7RtQzsMjKeTfX6uNoama8iKIu7SoR9iQ2/nzQgS2B2rLPuxvUMuqCAhHHiHUpGzEwQ/vbhdsF6vJLw+Zg5s6zqecjoWty1N21IWuQRiB083DLR9hwsDya5/oZTIG4eBbuho+gYVxOuwqVrK8YjZdEbdXNK3Hd3QoXWBMckec71rOm82G7RRWJtyeHjI9fUVqU5IbYJNjOjkIeKUPU3jaVrBYfRuoO1FEmoTi1GBJE0lYlJrPJreCzuqyBNSK/m1QUFVbRmGXjAQMQCkqWuRVg5eODWphK33g/v537lnieWP//C7jGZ36SoxRbRthRJCDhqZkF2A1Ep6zWp5E/WhoPF0fSfOy9hNF0t7wGghs3VDD1rRrbc435HnKWWeS8ZhmuGGAe0d8/GI/+fr/zd3jw5J8oy333zCD37wHobA137r3+T8/Jx333qb0uQomxKCY726wRjN8cEhVnkqNzAaT2iqDUlqGbyUXmxiGeLKrDOztzqH4PHK4ILCpBY39DTLJWlm2bQNdV8zKg3BORa3a2ajEpuIYmazqdhWvXBgBkfQhvVizcHBAfPxhLNPPuEHP3xOPskp5yWKnsuXCybTEWSKw7tHqDrgvUa5W44PjzmaHWK0p23XrBbXPDg9RmvP/OiA3Eoz2mYpSZpwcXXJpqop05xf/qUv88knn5BaQ1W3DN5R5BYsdFWDsinLqorOxyu0XzObJBSZAa24vLrG+4HUlrh+QFvZkfbOScO582y2NdcxRjFJEtCBcmjxSnZKx8fH2JElGHBJYNtsseZnN8yNVlxd3JKkhag0gmjfpd68m7hjuUIblNL0fROxCSALQDyNxubpTk+thJm7pwW6PkQ9u9mrT5IYyE0IZEnC1eUlRZ6hjGE6mbBcLtAE7j+4T13XzKZTEi2acgiCjBgUeZahlfhMEpuiYt3dB7VPBgpIz0iZT23cg7RUA7Eu7z0u4hZ6J0EwNpFTRtf2pBG5K30bCWvfw76Uom970iwjs5Z6s2G52mKsIckSlJbsgdQKAiErctSwQ8F05FkuYRsKvO/oupZRmaMIpHlGoqVJrI0krNVNQz84Em04Ojxks9kIJjhuJk0iyAjfOZQW2J5zQlFVoSdNFcaIeUuYTV5ew782Ju34MrBz1IpKSkfTVxLEy7CrMGgruOSgEM79z3tDNaD4wffP6PtzVKtlQIVAcA43dMI+CpokSdEqoWnquANy+5347iiaJJJTafNc6txDTdd3+4k0Lwp8SJjPp9TbNcoH0Rq7nlFR4v2ARpokl5fnbFY3vPnGExKtePHiGZdn5/i+4T/8D/4ezdbz1ltvkOWiux2cpxs8Ns1Z3NxS2AQd3W/GCv1vZ1z6tBtVqpNeQqW7DqUCxia0XYf3EjEXlKLMM7Is49nZDfPpDB1Sjg8O+f577/P2228zmczQNmFxu6atO44Op9y/d49xMaYLDhLLpql5vnrKJCuYH0wpUkuZT9AqYXW6hTBwcfmKNDO8+dZDvvJLX+Tzn/88k0khbuB6xe3tBqUbLq+uSbMDxuMpPgzkecrp3WM++PBjUAlJa3G+ZOVusCZF24SyzGnbmrywPLh7HGWdmnpbEQzcOTniaDonzzLoe1COQidcnV9gbcH19Q2TyUQWlDKnLCWdKrHSCxiGgb7taLxMBKvN9ifGkf1Ux3ZQLJc13tcop/bu0IA4GIkjQCmNQke+tyYgm5Id6EoqNiqanwzonVhg5wKVsR+CIs1SnDAJxLofPDaqXhSCI2jqmr5rmU7GKKXYbjc0dU3wjjeePMH1gcl0gjFR0RUCzouzsmsiZIxo2CHZ7+hlYv7Re6CQJvD+ZKF1DOAWU09QKkbJGTZ1K3VsDHmWs1wsmU6nkSypadse5zxZjI60icVJvYreDWy7DWhDmqUkRpMYC2j6Uu5H0wjdcjIZc3h4wHw+k2ByPG7oY017oG5atMmk/IIsrmWZs1ptAIUzmoSE3jei7IkCDedajNGRTBlPE/1AUJAXOXmaSvnKC1fHoGlq+R5N02JTSTkTPIWodCQiMJVmu3O4yLuRmvxnXz8Xk3vVdFSbQHCB0DS0Q0uihfdNCLjIOpZdsNtDrYZh2NfUdy7J3UTfdR1FKeYKF7vdaSrZn+NJwWq1IrOG8SgnmY25On9BllkWC1G53L9/n9MH9/n2n3wLxcBv/tqv873vfZeHD+5RrZb84b/8A2yR8Lm3HpGmpUSdhYTy4ER41NsVB3dPWFYVaTnBpOme52E+lQyzu7QfCL5DezEvOW2p+4btastsesTyckWWFWh1QyBlvWlRfmBSppT5AfdO7/DeDz7gZrliu6y4vbninbff4K0nj5laTTGaE0h5sX7F2OQcFlOGTcdVt+TgCGySAZAkGu875vMx4/E97hwco1RgeX3F9c0VT5+/4vpmhfOWFy8XoM9ZLa45mk948OCUhw8eMppO+NaffIdhCCw2imcff8LR9AirHHePDrl/cofNZsP3nz7fB5Rk1jKxhmlWMLE5mU7ojEGFQXCzBlarFdbaSCnM9oqjoiiYTqd7LMJmuYJxyfVmw3Ir5Yif1TU4x9DLDjsMDh/kKP1pzczecRkk4m7HKZdyh5QN9x6gWLJJdCQExrLN7jmwNqHvOlGD2QSNpam3GCMT486zUJYl1zfXQODunTssFreMypKh77g4P0Mnmtl0hNGCUVYokqyg7zqGoSMtCrphkFAZs3OnBukJhB8tuSsk3IIICwtKOOt9N5CmGV3TYUyCogU0fS+NVptoEpNRlDmL5Yq26+m7gbZtmE0nTCZjrFZCasVQ9RWdMmRJiu8dTduR5qAjrVLemyfNLNYWFGkOCrq2kZjNbUXTdoSg2VYtqJq+bcgyy6gsGZUjrE25vr6ROaZ3bJoNuc3RKlDkGaNC6uvLSe8C3wAAIABJREFUzTZuOGWHbrUiNQarE4xSeGEdS6NUIXGEWhKY5H5GN2ySkFq7Py30XQ82kZJ0BJh91vVzMbl3keXu2wbv5OaKzlXqUAGkyKjV3q3mOrfPKdzneWpNGyeL3GayCERmRJ7n8QFg30y6czxnaFturi549913uL68Athrxj/4wXvkqSUzmn/5+7/P57/wOerthnVbodOEJHj+4F/8Hr/0N3+Dk9NTdCZhHMVoTH0jPKksy7BZhk5TgpKBmyT/6lHKqEDvB/zQEIYObwt8ULRtx//8f/yfzCZjDsdTnjx6wHh6wPX1NZdXN5i84M6dCbPZhAcPHvDP/q8/QHlFkaUMfeAb3/gmWTrmzpHjwcNTqrah78RJt91uWVdrLq9v6NqB8XjG0a/+KokpubneoMi4vvqIi6tLslyi3a4vK9p+IMkt48MxZZbjXM/zZ+d4Z3lwesqjRw8Yjcd8/et/zO3tJZkKPLx3zHw8IgTJh10sFry8vOXy8hJ8YDqZMBuNKIoCFWC7WrPYbjAJpFox1A2Hhyd472M2K8znU0JwzGZT5lHC2bZtDGMQDtHF9WKf2/qzuCT0IYBz0aCm4lF65+Fkv/Pe7cJlh6zZM+Bjj8Z5Mc/sIFe7BeB1eY+93T/PU7x3tE3DbDajjfdsZ3paroRRZJTi/OyM+XzGMPT0biBohQqBs1cvOTq5S1GWKG3xyILhWnnvJpYvdmHasmH5Vxt8skeTejve7d25zjuePn0uzUxrmYxHJDalbVvqpkWZhCK3pKllNBrx6tWZLHbG4H3g6vIKrROKPGc0KhmiIdF5z9AP9EMfs2I9NknJjo9RKqFtehSaRbOmbhqMkXvf1IPc+wRsZkmMyFK3m5rgtUzw45LEJlxeXtG2NQYYlTmZTdhxZ7q2Y9u0cUcuuIfUJnEBkx5jOwjrxijwgyPLRXI6RPlzlko+bJoKAI+u3TPkiRr6pule57b+BdfPxeTuY0B1qoT7LaxpLUaOQeGVQZl4/FIDXd9jreAE4HXW6G43bK3Z5xiqaHDY5Sk65Xjnzbfo2pqry1dkRvHv/fbXuDh/wXq15Pqq4vjgkOl0SqDh4HBO1zV85Re/DMoTsBzeOWZSjkiopMnXD2iVkpclLknot1tS4+mCozi4K1AirJgg4oNKYoinbXRgr30NyoCx6CDNmrZ3fPHz73J1+QKbK54+f84b1uD6iiwJKO3ZLJZc2ZTZZMLf+7u/Td81LG9XtN3AYr3i47NLtp3n1eUN5+fnFKOS25sV4MlCyuOHd1g3LU8/fsn55QWj0YiDoyOcV1wtbji+cwLKYWzH3/61X2M2PyYpLEp32DZQdRs+fH6BDyN6DMobDg/v8Hf+3b/L1//wn3P/3impNvQYNtuKg4MDOUW5b5EVGUYZjEpoOoc1Lcv1hmbwLJsBi6PMM2aHJ0zmRzg/sLk8k7AQD3dOTrDWMPjAaDzDph2b7ZpN01GvO7aLmq772e3cd5REE2vrSkW6YQjxOVXSKJWKdZycVTTevM4a3Y1trc1rOFU0EKnoBPUEppMp3g80dYVRiscP71NXW/ouOlJToXgGhujSdhwdHiKFIk2W59gkQRM55l7460mS4LXGdwNaBTyBJCviyUG/TiySN/26Byx3QT6vuLbEsq+FZX8wm9E0W7RRrLcbJnpC8ANGBZQK9F1HU2lSa3n8+KE4SNsO7yQeb1M3DB6quqWua4xN6JoekJLHeFzQD471Zkvd1NjEirQyKJq2Jc8LwKO0596dE9IsFyKjcmgHg+9ZbWtCsAKhC5osK3j46DEXF68YFWW891J+zdIspjNd7wFjwoEJaCVJYc4HOufRBIIxpHlBmmb4EOibSr5fIML35OdqbYrWnn7o6Z3Iwfvu/wc7d7HzBpSX2ilxBya7FYdWryVe0jCKLI2INu1jUISJcVyC0xXjzq4c07ZtROrC99//HofzGQ/u3ePx47ssV7ec3rtDXlg+984j1ssl9bbi0aO3sNZweXVO19a8ePWc3/i1XyczCU+fPmWoW6bzA7wPXFxf8fjwhHpzy8fvfY9HJ1NQBofC2kImdtiXE4KSRpSKcIghnjCU1riQMPQdlxdnHMwm/OA7N5wcHnB+fs4vf+UXefPhG3zy4iV/9MffpK9qnj1/hTGWMku5c3jEeF5wenpKVire/vznAc03v/4Nrs4vOLl7yGot3JXJuKR1nYQ1j8e8++4XOZhPePr0KVcXF3Rdz2Q65/Z6hfcDeRnYHFb4cEt7VTP4jtHoiHc+9yanb3yBoYeXrz5mfbPk7v1TvII3nzzGaktT11xcXWPTjPV6TdM0fOnNt9i2Heu64YfPnmNDRreVvMtugDIvmFhLCD3eKy6u1pRlQWHHNFWNKRVhcCSpZTI7pK5r1lXN2cU1q9WKvBhxOD/ahx3/rMb2zqyjtcbDPhlKmqa7aDeh/O3hVYQ9eGsn8xVom8TMEYSTksT6tbidYblcRD54yXhc0HUtZVlgEs1sNpKySi9xlFor6kZyV7fVlrsnJxilWa/XBOewaUaIkr5xVuD6lvViwbgQu34g0h/jBGMiIleYAuztqGFXa0cRlHyGuq5IU8uyaymyjKquOTo8ZDqasNluubi6om8cm20lsj+jKbKcJDNSgk0Up/MZoLi6vKSpa/Ii25udrE2kfJUk6CRhNp+TpZb1ZkNTN3HuSGmbjoDHJKIACrS4IJGENsmZzibcm8zxHqpqTdd28vrAdDxGKx2xJg06bjKdcxxOJvTO0w+O1XaDDiZy9MEFSEwSXcbSe6gbqTgYbaMPR+09DzbNccNAN7TUdUPX9xiTkKX5Hsr2F10/H5P7pwp0YoxR++MjsM+dBPZBEqIISPbJQTvtuPxgpX4spo2Cvu/JsgytNX1fMxmVaBM4v3jFMGx4/PAe84MpJvWMipLLc0OR3efy7JqjB6eslwkvnj3lV776VbIso+la7j1+SLc5YHp0QNCKyWQi5Z7/l7o3+7Fsu+/7PmvPw5nq1NxVPfftvvMlRZGmLEq2BtuwIyeGI0V2EMPIAOchDwHyD+QlL3nKU5DAgB+cvBiBg0SMEEuWbckiJVIUh8s7d9/bY3XNZz573nutlYe1z+lLgrpUEMhkNtCo7uqqU6fO2Xvt9fv9vt/PF0Ucx1huhGrj/YqiMsEFnrt+Hg2rnZiFak9IpRRW+3roukKrhvH5iDdef5Xvfusb5FlGukxIlzPy5Yy6KPn46IT5IgNg2OlRlYpg5vDRhw9ZZkt+9W/8dWzbJs9TfN9lMOiZ5JcwIE3maCEoteD67Vtk0ynHR4+ZTUY0VYHneDx79BQ3sMnznPl8zuXJhJ39Ha7dOjTs+ivXQUo+/OD7lNmCZTLnO9/5kMMr+3zxZ99kf3ebk+MLpsuEXn9AHMf4vk+WZfRigwt2A59HR09Js4TDnUPKqqLKa7SWxJFHHPSYFzlpWjDodgmjHrsbm0SxiVOUymiii9IMxKazBVo1pg9ftiCtn9jxaet9KxRsd+2wnkMC/ECrxRIWchXsveKtfJqwKIRxLLb4WyN/bFqQmCbPM5Sq6cSRQR1YJpwiz02YS54VxHFEVVmkScLW9pZBDStJ1ImRjd+yUcD1jNzPQrcKJacV+hhfyUoJY9Q+LyS+q+ds5ghrekLLlNeUWcZwY4PR5TmyaWmOtTFdKamYJylVbaou3/FQUmNXFrPpgrqpObh6iNXOsQwF1VTormMb+TQgEXR7XZqyIk2WVIXJA7aETbI0csemaVrkQkkYhXR6sWHXRx3Qmul0jGxq6rpiNDKzie3tTaIwIE1zqrrG83wc14R/NI15HyxLGTRBqmmamjjsIFWb/YtuZwoulTSgMkPr9HD8AMexWiyxapEJRhpbVrXR5YcejdQ/sHb+8PFTs7ivXKUC03NcYWU9z1uXHite80oHv2rLrB7DsFv8tRlBSklZlWuWTJ7nOJZCWJqd3S2KNOGtt15lox9jiwaljBW82+lzenKCqire+/7bHBzsc/3qXbqx0Wsf3rjO+eUFL92+yyJZYrkWdV2zSBJixzyXeDCgaCxc1yNZJIRxhNcu7EopU7r+0LHihDRNg2pqIt/nbDrm/adPcNAUWcajTz7h/OkTrt28RRzHJGlO7Humf16mNC7EtTFg3LixTd1UnJ0mZGnDoDvg9GSMcBpm4wvu3L7O4dXrvPqzX8Lxbb7ztT+kyFI6UYgtHBbzBETN9lYXx+kxuoy5uJxz7bbPK6+/RrezSXIx4vd//1/zzjvfJOpKrm7dpczhk/uPOH70gF/51V9lPJsymSZcu27AbKenZh4xzRYmjkwr9gcbsONx+/Yh0/mM4vk548sZVq/D9taQ9OQ5lqvI8xn3bt5io9cnKzMaWWEJzdHZuWnnFAXLtODW9SvmPFEv2nU/kaNdmFdDVKlBK6My+XRKkWpJhWawqtZtGfMQbQVrf1o+a0KlHdu095qmMaeUgDAKkHXN5uYGvue2A00QwpyPWZqCUkzHY0Oj7PRxHbOAd7odsrxg2BtQNZUJmlCKqm5wW2+S6/lIZfgsdV0b7s+nntePFl/rtf5ea4Vj22RVyXS5NK9L07CYL8iXSzq9XgvjMjLEpqmpVY1S4FYmULzbDc01XdQ0jcJzfbK0AEtTFjn9Xoe402VjexthW4xOT5HN6uZnUVWGvBoEPpZwKQqXvKjoOBaDjQ1cN6DOC05OjhlPLnBcTSfoIxtYzJekyzkHBweUVUVR1nS6/toABVA2teHlo4k8H0KLXi+mrEpkklMWFcJ1CYOAJktatkxFv9vDdz0a1bQzGIskzahqMz+s64ZuN25BbeqFoeBHHD92cRdCBMAfAn779f9ca/3fCiFuAv8M2AS+A/wDrXUlhPCB/wX4AjAGflNr/eSzf4iFF3RpyhxV1UhZIzDxbbblrFklpry2ybJsHUfX6BfGDS8MsLSiKjI8L8B1bALXQ9Uv1DU71w7I53M6gctbL7+CZ1moMmdnf4u8WJIvZ5w/f87B7h6PHj/k5m3j9rxy9ZDlIqG/MWSxyDjcv0ntusSDgKooEY1FPp0QDHr4jktTK6TvoaySvEjobwzWC7sQolUCudA0yCZHyBq7TWuxtcRTNeeXE/7kT9/n7OgJ6WKJhc329i5WaLFQz/jowX1G0wm39vZxQp9JliNcD7fnMeyGxEHIw6dPWZ43FGJJ1qTIVFEXKcs84dd+4+9y+95dkjTj4QdPefeD+1w9uMqVK1dQqkZT81qRMk9SPnlyzrPzKdqqyCrJ8yfPaeqHpMmCcjGhF7pc2d9FF4LLiwWDoc8bn3+Tqqi5deMay/I+OtDUTk1lG0/C1tYAXdaGhnllA88xgDLfD4kDF3t7i2DQxev3sEY+dTGnt73F7uHQhIQvxnT8GK1qOoFLJT0q1bCzucP1g32ksBnPz9ZM8J/IuY0wklzZrBc2EFjC/tQgVa3bGStpL4J2STaLuxnGGWmjbbWJPa1uXLcqm7BjIvJc22JzsGGCnmVDGAXrAJo8SYmjiOViQbfXwQ8Cok5MXRnrflU1dKIuyrJwvLBNcRLIssDxPJNXqzTKttBC0sgGr3WWripo05JZtRxMApdolTJW+zEvCi4upuTpkrqqEQjCMARbUJEwm88oyoJeZJRoZSMNWsS18F0jE1wkS+pcI6kMvrfRKGkGqddv3aQ36FM3Del0wWQ6I447xHHUvgcKpJnfzZc5SV6a36dNelJqYWL/6hLPsYgiHyQURY3nW2xvDlFS0e12qOQMbFBCoSxTKQbagPQEQOxjCbOO2ZaD61iIIMD2XSzPRRQ2igo3CAhj3/hcigLHdoyM1bZQ2vwJg5BuHBnXe5WxSrD6UcefZ+deAr+stU6EYWN+XQjxL4D/BvgftNb/TAjxPwP/OfA/tR+nWus7Qoi/B/z3wG9+1g9YQ8K0Xuu8V3f5T/fTP91fX+32vZYhY1s2VruDcRxTprqui5T12m4dxzHj8ZhBFNHtdpnP51y7csDh4RWWyZTtwZB33nmHe6+8TOD5jMaX65vCfD4n7nTxw5Aw7hCEIcL1QOv187Kk+bqiKCjSjCQrcDwTpaeUMhKo9kLWymzhVg0DR1fUdYlrgZQVtufjeQHZYo6sDYd+MV9gRSGydJguE/avXufZ5ZKTeWpKdCyUlExnS1ytuXtjjxtBnwf1KSLYpsxqxuMJaZHyH/3mrxN6PkkbAHL86CmHO1tcnD+nrgsOD69x9eodPvngI77xx3/CxWyGFjZxz8Cd3n33feqqoCoVsm6IoyHX9m9x/nyCblLqvGFrOMRzI+JejzdeeZVJsiDLMoIgwHEcdnd3yWYLqrwgiiKUskiSjHmSsjHcQemCq1evGJaGL9jb2+PKFbMjPz56zocfPqQbdtjcHNDrW2zt7/H8dIInA7O78UOOLyafZfT4Cz+3P62KkUqt7DxrGeNqwG7Aji8Gp0II7LY9KYRouxltW2ZlGtJGaqeUbFuUJX4bNF9VFZ0oNsEPtelrj8cTBhsDbMumKPIfkA27jgmnd9qQeiwbPtX3F9p8XSMlTtO0bBR3bap6MTtYX9TrhpSF0eNbotXFWzaWZeZKWkkUZnAqHBstLaq6Jup0SYqatGrMTQqBpbSRDAL9bkTX9pirDOwQ1RiHaN3U3Lp904gsioI8T0kXCXEYUOQpSkk6cYe402cxnXF+fkFeliAsHNcwbSaTKUo2RtyjDHK5E/XI0xKtalRj2DW25eC4LsONDcq6WreLLSGIwpCmqlsMs4PWRu9e1Q2eH+J5krgTmZmMLQhbqaVj22RJynS2wLVN29HzBEEUkWYFlnYMX952sPPyz6iSVq/7jzm0OZL2n277RwO/DPzz9vP/FPg77d//g/bftP//K+LHALUtYVCuq95ZXddr9ctK5rhKHlldAKueu6zbN18qiixfM2Ns2/6BxzPZj3Nu3rxJnpsTe2PD2Pi/9a1vMZ1O+eTBA16+e5fT01Mmsylf/OIXyfOcgwOTHxl1O9iuY7jKUYjjewZs5XtUsmFjY4M8zwEo8px8vkS0OuVVm2mlxV/hfsFcqAIzUFZNDapB2w6dToe33nydv/Erf5W7d16i2+8xXS6YL5bc//gBrm3xxqsvkaZLRpMxUmpm0yVZWpHXikpptnoDNjZiRhcjsqygqnNu373NL/7iz7M57PFvfu9f8s0/+H0Wk0uuHlzjjTfeIkky/uXv/mu++lu/w2/91u8gbB/HCxnNZpydXnD//se8/fY7PHr4hGSZk9YNZ2cT0vM5dZ7QCeHGwQ7ZIqHT7yG0sVKXZUmSJOt22nw+X88aAJI84dGzI2bzjOfHF9RSUVTGiJS3TPh+v9/OYhRRHNIgePTsOYtkCZZmY6OHsBqEpdEoOp0Y1/N+Yue2IQ7KdUDESgiAplWasN71rhd2y/TcV4PI1XWgWieq2fiYm8Rq41NVlekty7ZH7florbi4vKCsSuazOYN+v011Ktne3qFppJmBeD6O55q+uW3aHqv80FWbyPP99WPLpkG276HVtmJeMHDWv/j693/xeps0JITAdR02hxscHlxh0O/jeh5lbXJNZ/M5lhAMB32auqYoS+MyrypTESsTmh14Pr7vUuSFCddQDb1Bj/39PQLf5fj4OecnJ1RlTifuMBwOaeqG58+PefrkiCdPj0DYWLZDUZZkWc58Nmc8GrNYmOzgRinyrKTJK1RT4zrQjc3C7Xju+jWQUtLUtal0YJ1RvHpJ6sa0bY0EOW9NYYqqqddMeM/zWsOdmW1oYJGkRsorNJ7vgVihn3Wbufr/kS0jhLAx5ekd4H8EHgIzrfVKY/YcOGj/fgActSdlI4SYY8rb0Q895j8C/hGA75seuXCc9k1S695zEATrxXx1hGGIEIal7NoORZa1UkcLy/fXu/4g9LAso7zJ83wdDL21tcWzZ8+w9DaeZSOEJgxDHCy+/c1v8dpbb7B/9ZBnH3/C5z73uRfmKG1CCuJuh0bR8qMFnuMw3NxcA8dkZQiUVm0GSm67+Af6B8FOpvlqLnYlfEToIrTE0opAWERxyUcfvEssYHI85vU79/D7PUaTCTtfeI0v/8zrVFXNvcMtpLJ498Fz7j86RhUFT0/OmCyX7PU20I3mwZMjdrZ6vPnqLX79P/5Nnh494Zt/9HX2drbY3dzi+GzCx0/PWcwWPPj4YxwHHj+5j+XnTOY581SicZjP54wuxty8fkBns8/u3haLuiCyC6hLhr0O169scbi3RZnlTJcLPnr/Pk0leffhA+6+9gq7u7u4rkveJESuh25MQIIXhWgx4/jkAqkcxvMZp+dL4jhmNJ6RF5JbV/cZBD2uHOzh92IuxzlPj55x//GI80QTDTxcu6FpDDMk7oSfyd/4iz63Nze3zM+3LNCy3am351LbL//0/WElnzM9dGutorIECNv8HyvrOwYutnI0KqkMBC9JQAfYwuymHds4pUcXF2xsDonimGSxMKEntG5ZbYQLjueiVs9JmP2475vrxnEco0BTChSte9KEdKyuzk9jE1aqH40JfDaVgG5d2orZdIIroEhLhv0+ludRFCXh9ga7W0OkVAw6AVoLJvOU2SJFy4Zl2lDWNaHrg9bMlylB4LK50ePmndsskyUXZ2dEYQB+QJoXzJOcqqzaHANYJjOEZfKXq9rIQKuqosgLel1jVgqjgEpJHMvo833PpRMFxFGrXqlqZtMZSmkmizn9jcE6O7jRhkiJNq7SFWAszXK0FpRVRZabrkJRljRS0+tEeI5LFIdYnkNRSJI0YbYsyGtwfAtLKLRyQIiWRf9nn9t/rsVday2BzwkhBsD/Abz85/m+H/OY/xj4xwCD3kA7jkdTCRpteullWRKGYVsSSsq8ND33VjnTVDWB5VBUFdq2kACWwK4lUtU0wkFFYOnaOD+NB4rJaMQgioj8ntH8OhbXrxtAWNzrc6fX4fHjx4aLvr/PcrnkxvYNUyZ3BvR7A2RhBjMS8LyAoqiI4x7z8QU6T2iyzHDcw5gmWWJ3+qjWwm21F42WCq2LlvnsGCeuWplArNZoVHM5yzhKMnAsHr3zXV65cZNX791hY6uPFhbagsP9HZ4+PsO3XPa3N7i5u8fO3QNKt+b4+RPUueblV+4S2fDzn/8Z8uWC3/7t/5vlfMF0klJWORfnYwK/g5YSWxXsb28Zg5J2WeY53uWUvG5Iuz6zy0s2Bj12trZ49d5NKAvu3y/IPAcrr81A23cZzyeII83F8TnLUjNbzKkWKZfFKQc3brC/tcdofMEsndOJfZygS3XF5/zyI+bJhK3dPQ53D6nKgqrTJ/QDbNuwuj034KVru2z3l9galuEYKWxmo5TDK5vgOzieoB8HBlj1Ezq3b926rYUwfBfDEcGETjh2u1PXyKYN3GiH7KsWnjSuJbP7EwLRuleVWDV3VNuaMT+3LAo8x8GxDGnQEoJO1wDCHM+j5zkmQasx2Ny6ruiGXUAgXM8ggxu1plKaoG5jFqzKHJoa1TSmz2+7qLrGcr01HUe0Ekizg1+FQhvD1gsEhFi3O4qqIa0bsATn4xGDbpeNQR8/8Fh9axyFJIsMC4so8OlGIWE/RlqKNF1CBoNBH0fA7uYWsqp4+uyIuqooywapGoq8xLac9sYjiYLAGKGwDMelKHGVppY2VZHjeR5hELDR74KSzGaSxrIQ0gyChWVRViUihTzNqduqQlUNhcyIu12iIKQocsq6wnFtLNtFxjZZMaOqS4IwIg5jI9V2PRzbDHplI7Esh34nIvQqY3qyC6NqKxo6kQ+2wLKEyUD+DLHA/yu1jNZ6JoT4feDngIEQwml3OIfAcftlx8BV4LkQwgH6mOHTZz0unmMjqxILA8Bf9d8dx8HiBcLUlD0vLgIpZQvzNy5E2xJIWdHp9Q3SNEnXLJdV2SulXJf3g60hlmXR6XQQBDx48BFvfu5zKKXoDDdxophcKjqdDlEUIIRuNfg+gRcxHo8Jw4jnx89wHZdlmiPLEqEVftsasjGtl9UfIV6YVFa/g2g536sEJs9zmM1mAPT7G+RFyfZgSCVrnhydcDmZc3Y+5ezsBC3h8bNzHp5cMsmWfP+d73Ln2R32D7e5ur9HdCcELUiWCz588jHf/xf/imQ25ea1q1gKrl3Z5gtvvc4f//E3OZ+cc3i4x62XDgmDHueTFCfNuX54lfPjMxrLRt2+xe6Nq8T9mPvPTlFJxmiUMkkabh1u4WHx8ccfYyFYTmfGcm8JXn3lHlHoM7q4RNgWt+/eozPYICtSOnHA6emYy5MpZZ7guw59N8AXNmHU4We/9AUOD6/guxajs2PqIscJQjb9gJ1kgZYNF9MptufQNDW+22fQ26ATYeRoP6FzG60NbEoZfFbbaDEpOtYPREb/QJD3qlI0tn4FKzCXljhWG5nXAqY+LT/UWrUKM00Q+QgMsE6gmc1nDDc30Vob17Tj0GgjkXQc08uXUmILE95dFgW245CmCZawDJhOSuNLscT6ehKtym1VgegXz8aAxNpqFYw8ecWZB/A8v42R81FasUxSiqIi80ryPENrWCYZi7SgbGrGkxH9pEcUB8RRhNM3aIa6rpgt54yPjg0zpxMjNHSikO3NIedn52R5TieO6PZjHNslLxusxqbbhpBrBLrXJex2cD2HWZKhm4aiqClrRS8OsID5Yt46Tav2HRUMNvo4juHEIAS9/gC3bWW5jk2WlRRpiWpqbMvCs2xsIbAdl+2dLZPzbEGRZ6imwbJtM9+rjfQxL0tjaFIK2/KM9NL5warvh48/j1pmG6jbkz8E/hpmkPT7wK9jVAX/EPit9lu+2v77G+3//xv9Y7VomjxbUiQpaZoSBN56YGryIeWanaGt1uijzIkWxzFZkb+Qh0mF4wUIIUiSBFVVhGFI2SYbDcOQuizZ39/n8vwpnU6H58+fm9LWhb0r+2AJer0+jh8QuR6DwWCdoVqUhvVsO4L59BLXtvFsm+3hJlmW4oURWVVKNQozAAAgAElEQVQxmy04GG6bYZVSuK2Mbd1e0tZax78qZVdvlJRyHbTxla98hQ/eeY/FcsLh3j73P/mY84sxv/CVr+AFHmVT873vf0TZGCb2zY2Amzevs9Pf4PT4hLeP3qPfd43LdXTB+dRhsljgaolqSlRjcXJRkpYVtcwJQ5+qLhlNZvgheFGX8/EYqSXSU5zPJ1iuSzOfcudgn54NRx98QqltZtOM/T24c+9l9pM9FvMprnDJnz3HETWDXowrLG5fv8b9x485nS743FuvcvvubRwapqM5VVmw0e+xSOYkiyXvjt9FCc3wcIfNQZdESp4+P2exnHNNana3N4nDgJPRMYu8oqwrdjauoiqLwI2wA/vPjNn7d3NuQ9PUyLU/w6hi1mYlrV84Vtd6dt0O6o0QoG3KozE3KoEx3CAltuOskde2Y6Ok2ZXneYLruKRpajTqlgnhRhjSpmXbiBawpaTRykvZtJJGw1uxhMAWgsAP1kykRkrKqiL2A7OxaqtRYX06gelTg9Uf0upprU3QhlTs7e0xnUyp6pI4jJgvFuSiZG9vD9sx5qjReIbUBrbn+bbJZPA8sjRjnEzwPJOcVhQFeWnaHZbWrYqoIctNkpLSEsexkUpSlCW2A5bjUpXGJ6MtTV6VBslblfTjCE9AMlugEFRlQxRBrz8gagxR0sKiSVIsFL5rYgx73Q6zxZKsrNja3KDX72GhKIsKpVq+VWMyKCaTCRoIOgGB59JoTZJkVHVFR0MYGpZ7WqTUjUIq2VbXRnXj2H926hX8+Xbu+8A/bXuTFvC/aa1/WwjxAfDPhBD/HfA94J+0X/9PgP9VCPEJMAH+3o/7AVobAqTWmk4YgQ15nq9344H3YuftOC5aqhbob9qiq4zUVSjuKtauakq6YbAewq4CLm4dHvL1r3+dZHHBoNeh2+3y1ltv8fT5YxCKuNcl7nSwo44J2Q5DssmEosgQQpDnqVnswwjbEqTJAmE5uEEAODQKbr90By+KscLQzA7ahd2E/VYo2fzAGyOl6TuHYYjneezv7/Pgvfeoqoo7L93gKz//eXwr5MMHj2l0RRB5HF49YO9gk8zy+OOvfZtf+fxbvP7SNQpsTp48o8kqSi3Is5rFZM7FxYhEuliOIghdtrc61GXJH3/nfTSSnZ0hN7ausFzO+drX/5TucA/H86hlxbJKGM8vmeUledkQhF0OP/mYjldjJzUDr0vZaI7PR1y7dmgIjXXJ9YPrWEGA9hwczyVfZCSLhCxZcjqa85Vf+Dm63ZAym7G1vcFwMMcpGqq64Hw0gqamUDVvf/AOi/Mz8qqm3+/z9Nkxj54+4gufe4tO6HHzzi2+8/13uXr1gDu3buAqD6GhLqvP0rn/hZ/bhhhmfr5jO2C1ALH1Ttbseo0j1QQ2GDv7+rvXAztjAmqVNlLi2vb6d1sFXPTimLOzM+o6x/dcXNdlc7DJMjXxdY7r4rguwjEZA7Zj06jS0CMxNyKlFJZtSI+ratJUP+Z59Xo9LMdFOI7pt4uWatk6yo0R61OvgFphi811HEUR88kUqRS9Xoe93U1s4TCbm1Qt27GIO7GRcAqL87NLrmxuMux3kAjSZYJqFBIT6l2Xpldea5NFatsWQWCyU89HYzSaMPTpBjF1XXF2donrR2ZYrBSVqimrgrKRbdiPS7yY41oKUSt820VqSPOCTifGcw23pxt1EbYNLV9HVk1rsqzIioq9/V3jlG1KgtDHzyqEbRj+eVEY5IhWjKYTqiynUaqNy8xYJku2NjdxHZOGdTme0OnE9LtdLKyWsvmjJb6r48cu7lrrd4DP/4jPPwK+9CM+XwC/8eMe94cP4ZpggGyZEHWjVstqeksrP0dVVXiWCdmQ0gCoFNrs3lvtO64DmIXd941TVUqJ7xvbe6/T5ezknJvXtpHFAoDexoBSS5SwuHv3VaSwcHyfbm9IGIZcXl6ys3+DIp+ZlBYnwndgdDri4uKMwdYGnucQOCFKauLukFp7TGYLdsMhspI4CCOLsm3KoqCpFwReH6kESlcU2kEWlzT5gqa3idPp8/qXvsjV61dJZ5dYTYKwfX7zH/yHfPjOB2SLJaOzc/avbPOVn/ki+WhBls149Az+5MP7XJyfM+j26MZdxosF1w6v4vkB89NLY37KBN979xnn4xFnkzF5U/LkkxO2fmnA8fmCJ6c56vghjuPRiV2KOkHqhtC12eht0glCBmXGjc0dvvJXP8fjR0c8O50yX2b86ftPiAOb2Goo5t9nlC64/fKbZEnO+cUp73z0AfFwwOeuXKVYzDivliwvRqA1f+mLr7NYVHz3exJZNIxnBflygS4l9x8/pb+xxWxxwdPnl3xy9oxvvP8R/8Wv/216nYDX7tzBEQ6xF3B2ecF8OabX7f6Zfcl/V+c2lln8mqbGsRxsy0gf4UU7RUmFLVYoXLMQaljLeFVrcFMtTMxqKwCtTVB0Xdd4jkuW5nQ7AUqajZHre8j2p/T7GybQ2rZxXYPBKPKcMOoiG5PzaVuOaQ9kBXme4wWeAYy1rlTX9VHYlFVF6PhoaRKktHEAIhuJVjW27RloGmYR1k2Faiq0FyAcj42dbeJOTFMVCGXiMW+/dJPpZEZT1RQt0nlva5umqGiakkUCF7MZRZ7juS6u41FWFTI2FU2VmVhGGhhPErKiIC9LGi1JFhnBFZ80q1hmEp0uWjerZYxuaBxL4Lshru3gyYauH7J3ZZPlIiXJSqqq4XK6xLEtXKGQ1ZiirugNNmnqhrzIGM+muL7PZhQjq4pc1tS5gbbtbA+pasloZNLEiqoxgTxSM1suW59BzjLNWWQJ59MZL9+8juvabPR7WLTu4jynqgwe+LNcTD8VDlXanYnjOAyHQ2pl5EF1VRPH0Vru47qGdbySNgJrnG+e54RhSJKlpn/+KRzBSnYohCCKAyLXZz6fcv3GNXZ2dgBTKdy48zJud0C+TEnSim5fMJ5M8Hyf+WIBjk9nOEC0lufhdR/pwkd/+l02uh3cXp+XXnqJhw8fMtjcwgm7KMsh7MaUTb2WZ87ncwMJkjmeZVFWOTpPTKalbfH44wfkswlPnz3BtyGdzyjThFdefg2R5wy7Md1OzOjylG7H4+DgNr/0q7/Ccjnnw/ffZzmr0IQcTxLULOWL17c5vHIF/Ih3np2z03VwlQkauFzOSHKF5wTkdcLj52dcTmcGmSBLbuxf4eTigp3tIYd7fW5d2WO8KGlqyVe++DMc7HQpZcOjR49IioL+1hDX1biBy+XlhPdOjtja3+TZH/4RF5fHdPoRd165heU6iLRmMpty7/W3ODpdsBdss7GxydXrIQc3D3j88SOOTo7Z3Nzk5OSMb93/mIvJlGma8PzslKZp6KmIf/l7v8cv/cLP4uDQVDXj8Zxnz57TjWKSRfoTO63N0UboWWaWolCttNFUm6uu+0pPvsIJAGuD0korXTc1fovWEO2AfrWbB3BcG8dqZZHdDkFo4g2bpqHTH2B5PlVVo2qF6xlwltXKKLFs3BY3oJTG79goC2aXI9NycD36/T6LxQIvEAjbRQuB7ZpkpJXMcyVzVdrMA6RqoGkQbYLHcj6nKUuSZIllQVOVyLphY7ABUhK4RsddFBmuaxHHPa4cHLSJTFPqUqGxScsGXTbsdAM6cQS2wyTJCV2Bpc1gt6graqmxhE2japZJRtFuDLVWRH5EmucG1Rt59KKIojaVx972FnHoIpUJB28aiRf4WBbrII9JmhJEPienZ+RFius59Ac9czNvFGVVMtjYJMkqIjvE933irkPcjVnOlyRZSuD7pFnO5WxOUVaUTU2aZSil8HB4fvycK3vbWO3rWxYVSZLitpXaZx0/FYu7wJyAvSCiyou1YUlZtAiBqnUu+uRZ3rJScvr9/trFNxgMmM/na4VNURS4rtsG2JrU9yAIkLLh9iuv8PzpRxweHlKWJbtX9qmVZLmYUhQ53cGA0ApI8gwEBHFEAJRVs0YiVFXFdDLGERZ37t6lylLmRcloNDIGqckY3AVZljDc3eTK9XtkLQfHcRyQkmx2TiVqRKOQRUFnuG9CiIuCD97+Pko3uMMe129d5/4HHxJ2QpqTE5oq49mTc4QlyZIhvXRMOT9lf+cKzZ3rAMRxzGyxYDqdcuNglzpfcHUz4OdfvYFlN1i4dPtbnF6O0M2Su9eucXRyhOsHVLWiKDNeuX2Ln/vCHf70bUUcBfzyl16lM9jg977+LSbzlG+/+zYn231OLudM5wW7WwOaUrJYTCgb4zRUsWa0HPPv/c3fIC+XXFyeEXe7JEnCd+8/4OFozuFLr7Kzs8dub4uzi2MuZhKFJBcVX/jyF9gZmsV9/2CPtKxYZDnvvudTK8UXXnuVfqAoFnM68SZlJUmyku2tPfqdLlma0jSfXb7+RR9KKTzbQUmJ1W46tGaNELCE0ZPL2gyeZSPxPJvW34jn+0ZcYJvh4cqdbbeoXduy0K0dvdcbkCQz4jhGSZNzoLQxCclGmgQtYa/9I7brYANSGrytJWyUMsx0C2GEB01D1ZJbjXLGxMU1TY0fBcSdQesCblU/WtNUOYLWmdpInCBaiwem4zEaReB7dLpd5tMptmujsxqlGpJlDkLTBD6qLpFVRhTGqF4HMNVMVdeUZUknDlFNTSew2d3oGAMkBraV5QXomn6nQ5KmWLaNVMblO+j12N3qcTnWOI7NwfYGru/z/OyCsmq4nIxJA4+sqCgrSRh4rda+RKoSRY12NUVdcu3qLRpZUxQZTmtoHM3mUFTEvQ3CMCL0AvI8RVdGHNog2d7ZIvAD4iwzng1p4gMnEyMv3R5u4NkaWVU4ro+UmrqRBEFkGO9NvfZK/Kjjp2Jx10Cn26cpDa1NKtk6vQxPBdtd79pXH/32hNeCdctlFd6wds19ymAh68b06i0o0oQ3Xnud0WjE977zbb7CX6E/GOB4Nhu9Lt3Q5+x8xNbhNcDceIqiwLUFYRCQLidYStELIsbzBVVTYwcedjvN932fLE3oxxEyaWgimzyZo7SLtm2EUniqQqqC+egUao3vBkyYmNzPRcrz4zPu3L7JYDDkyeNnPDw64qWX77G5t8lf+vKX+e73vs0f/sEfsLOzydbmBpv9mOdP73N8ckrkaCLHpTPw2bB6JFnGzb0NVLnkzZf2WBYNDz96SGo5vHbvLtmVkp4bsL874NZLdzi8cclssWR6fsrkbImuAwIxYHS8JJkmdCrN3Vdfpypy9m/cpLRHeF6Pq5sbvPPxRwSepsgSinKOFIKXbrzBq6+9xZPTRyzLksePHtPr9Ti49TLHF6dYFvT6PqdnD3jw+KGJLJMNW/uHBFHMeG6422HksLXZ49mz53Q8gRfGHG51uXf7CslsymRe8dGDBzw/O6XXjdn/3C5ey/z/SR6u66HamdKnDWxmWGqtHcsmtk61i5C5Idm2TVXXL1y2olWjrKi6euV01ViYc3W4MaQoCkajS/au7ON5vgl4jlw82ybLC4LYLJRa6XVcm2Pb1HWB0ODZDkWVI9sWkKUURWk2Xk1tQpp1o9GVZZymWAbpqzW2lmgtqYqsjbq0KYvS5H5WNWma0et18TyfZJmwSFNDbQwDdnZ2GY0vOT05IQx9gsAn8FzSZEaWZjgCHEvhejYenhFChD5a1mz2IyqpWMwWCCHYGAxoaolr2UShT7ffI84KqqqizDPKvEYrG1v4FFlNXdW4EvqDIUo2RN0uShRYlksn8JnMZ9iWqaSkNJTXbnfIxsYmy2zRbhCXuJ5L3BuQ5hlCgOfZZNmc+XIBQqC0IohibMelrGrj+nUsAt8zu3LbqJXiwGXQi6jLkrJSzOZz0lzguQ7R5uZnGpjgp2ZxN0EDVWOchVVREQUBy8UMz/MQwgLZgFImed1zkaqmbgyBsSwyXMdCK3B8n6Io1pTGThQzurjk+tWr2BpsBU1d8u7b77K7s8XdG7d4/vAx7iv3eOXO61xcjkkbTac/AGlgY3Ec0wkjGlmxmE2hyKmrAmW5dOOAujB9uJ1Bj3G7K+n4FoNOiBcGeJYgPX+OH3bIFpqmKRFSkc3nbA32sG2by9MR3/z27/PS3VdwcHHDiPfee4/3vptxZX+b67t7nD4/5pXXX0P6is2dIW+8+Rqb+7sc3LjJ+ek5xbOnHB7uc//d9xFa4ocxozwl9GF7bxctFGG/i+v4lPmSoLdFWmnSoODRs2NEXWK7ZhF57dY10s0+eTbi1rUt5rOMr73zIbPxGX/31/4Wo9GEJ2cjDu+8xO2DPY5UySi5QPsVRZ4iS0Wea+q04d7P36VKEj58+hGR5/OlL/wsxbKg6Gm6vqQs5yzKOdOT5+xs9VFCMZ1PsJuMi5MjppMl5+cjnNCiO4xYuA2yH/KlX/5FPAom8xnDoMfzkxPSWnJ2cs6b9+7S7XSYTReU9U+Q595+VC0vRjZG415XBplhVmlDSVz11VeaeNdxkLIxEjht+sqy1Z1rpbE9myLP6XY6NLSKciWZjCdEYcCg2zNMooHNRn+DPC9plAlrRptgCNdxcG0TwVdVJUiJkg1aGLqiamqEBYHvtYEfGtcW+I6D5djYApo8wXZcmgq0liilaaqKwAsRlqDICs5PT+j3B1hYWI7DdDplOmqIooBOGJKlKYPhBsrW+IHPcDjEj0LiTpc8y1kkS+I4YjaZAgrbcSlkjWNDEIWAxvY8upZl5IZeQC2hsSWLJEUouSZwbvQ6NIFH0xT0OoanczqeUZUZN69dM/C5rCDu9+nFEQmSos7RtklOUkKbSqfWDPb6yKZmlsxwLJvtrS1kLZEuuLaBgdWqosxSs/sX2mjkVUOeJZRFTZ4XWI7A9R1qS6E9h+0re1hIiqoisD3SJqNR2qCRB/22gvr/QViHJcyU3rZdc5f0fFRTU9WSwHeNFfvT9uy2R++6Lnmer3fzq5262/IxmqYxQyHP4+TkhNAPuHn9JpeXl+TLBZ5rM9wI2dnbp9vv8fjxYzaGW+veYdi3CZzYRIpVFbZW1FWJqEvKNMGLe3iujWtbBJ7DYjbHsTVaVWwMh3S6EWU7PbdtC8rWotw0pFLQ7cZ4nsN3vvMd7r/7Lr/zB39EHHX5T/+Tv8+7b3+ba1evcHB4wKAb0YsCvvDzX8aJAu7fv89vf/W3uHfvnhm4lSYcRJU5wnbYOTDmq5/7y19CSY0rcmwclHSYXMzZu3FI3NumLGv6UYcHDz7h2dkpllYoWeEKKOdjNodDPvfqdfLK5k++8wH1QvJ3/uZfJ/IdHhw948HJjP37Dxludjm+PKFuMqKuQ1FoHn50QlPbbPQjer0e55ePWM7O2bl2i8hxsLyArgWwaSocS+Lv7eF4Lt/9/ts8e37EtcOa/T3B86MTozJqasbJlIOX7jKwS+gqinlFOSp4cP6U9z55zCLX7O9sc+vaVaqi5Pvvf2AwqT+hY6VTN2oSC8uz1xhc27Z4IR588Q1atVC8Rra7erVWyViWZQI82og227JJ0wzHtul2uuR5jqwrSkvgew5hFOF5LsvFEi8I0Hqlmxc4loNlO4Y+2CpwUNI8ruNitYNf27IM+0UYHX3g+7ie4aUrrRBKgmzlh0pTa4MJtmyL0eUls8mEo9NzXMfl3kt3mIwv6cQxcSfGdx1cx2Z7bxfh2MxnM54+fcpg0G913Q2WZdR0CIswjqjrmt3dbeOqpUFgobVFmVdE3diEkUuF5xhHdZJnCG2euwXIqiDwAzY3ukgpuBhNUShuXD3EsQXzJGGWVUSzBX7gkuYZSjc4rkBKwWKWo5V5fT3XI88XVFVO0OniWBbCBrNHCtYVjhUZ5+poPCZJEzqxIooEaZqaKk4pirok7vfxhAQXZKUoCsk8WzJdLE3GQRjQ7cQoKRlPpz8YkvJDx0/F4k67cHc6XcAiLxK0lARRx0zYpRko2a30a4XGXeVvvkipMUOpVcvGX/cqbaI4pswL3n33XeIoIHRtDq4eskgWdLeGSHRrHvJwgwDX88kSk6daCSNfdKnwLEFWFri2hW2Blg2x77FYTvFcYymPogjXBa0botinlg2OLYyCQUscWxBGcTsDkPzu7/4LYl/R78ScHx1jNxn/9X/1X3J+fo5SiqNnj3AdzTe+9oeMl3OuX7nGyy+/zCxZ4p2dMzo9p9Pp8e3vfcD+3lVmyZLPv/UGy0XGbDQmSxeM5nPu3r3LrcMbfPjwY95+9z6uFvzCX/4S1/b2+OD+I770pS9zMNzkg/ff5Ww0IQxDZvOMIjcXxZ3rh9SN5o/+5FuM5zOC0OWDB+/jeRbdXkhVl7x8/U3CwOPitCT0usyWF2xvbzNNL+kPO5QyJSk9ylywM+zRJULnBVtuhH3QpawaXn/tZzg4uMPdW9dpGjP4Gl2eY3cdvOsDziZL5KLg6//q6/gaDqNdlsuEdz78hMODm+wPt5BlQVU1PD46pv5J9tzbVdsQTQWNrFt8gGMWQ4z00RIGjoV+Ac0zZfcLMuQKwyGV2fVLZYxQru0gG8lkMjHBypYgjmOqpsbVPgqz67ctC8t2sGybpm5appE0fX+UYaNLA/ha8W5cy6aqS0x7fxXubhZKx7HXGnrdVh+WoL1WTTVw9PwI19Z4rkOepAjV8Pprr5JnGRpIkwWWcDk/PaWoK7pxx/hK6goryymyHNf1uBxPiULzO20Oh1RVQ1WUNE1FUVX0+316cZfpYs54MsPSsLe7QyeKmM6W7OzsEPsB0+mEvChxbIeqapBNqyTqdlAKzi4uKaoSx7GYzqfYS9obmWTQ2cSxLfJM4VguZZ0ThAFlXeD5Lko1NLpGNhD6Hi4ONJLAchCRi1SK4cYWcdyj3+uilEFDFHmGcC3srkdW1uhacnZ8ZiL8nJC6bhjPFsRRl8gP0FIipTF8fVb4+0/J4g6uZeN7rhl+KTN07PV6LGYT8ixd82RWSpnVbt0GLK1xLYsgCMjBmCziGOHYUBusx2I2RdY1vu+AbtgebkCd88WfeZOkqfji62/wu7/zO4zPLrj56qssFzlBr0fk+Ygywy5SZrNLIj/A0g0aSZ0tDFTfavAcC98zw1wDfRIGAaoFUX9znSy10vr6cYTWFefHp1jKp5ye8sbtA37ujXtMxmfEumaanvPyK2/y+b/0RX7nt/93NvwBb73yBg8ePODey7dY5gXf+ON3mSUZv/Dln+Xw6nX+4Nvv8MqV63zw0UM+efSEzW6Ecl1+8Vf+GlHg8/iTjymSJVYTcHp+zLPnT3nj3i3mkynvffAJT/1nzCZTFosFeWkyPz3HZ3drn6zI+eo3v8dbNw/5/PWrfHhyRIggCrscPTsmjno8vn9KU9V0opi//Wu/SmhbjI6PeDB5yiRK+OiTR9zdukN6XPD9pzl37u3y9r99yM7+Lrbrsrtzm9dff5Pz83NOnx+DqJBNQbfTx/Ydzj+64OzpER2/Q0f0+cb3/pSnnRNeuXabf/9v/U1GFxMC32E8XdLf6nN6NuUzZk7/To4XQ1S9Xrxdz6MuS5q6MefpGgJmrSPoWjw7VusYlZgUJ9dxzSfNhp6qLNFrlY0m8H1Qku2tIY1S7AyHHB0dUeY53cEGdd1gux6ObYNssGRNVRXGWq9NkMSqHSOEuYHY1otYSDTrbGPHC9ZmPNGGhliOg0aRJRlC28gyY9iLcYcDyiLDQVE2OYPBJls72xw9fYxv22xuDA3gbNCllpLz8wll3bC/s00cdzgdTRhEHaazBYvlEt91wLLYOzjEsW2W8zmyrhHKJstTkjRh2O9SFSXT6YLETijLkrqqaaQxhdmWTRRENFLy9GLEZjdmqxMzzVIcwLHbPrjjspxlhhXlOFy/doAtBEWaMi+XlE7NbLFgEPSoU8k4kfT6IePTBWEUIiyLMOyxMTSJYVmaAgqtGlzXQ9gW+awgWya4tosrPM5HFyRuyqDT4/rVqxR5idMGnXtBQ5ZXn6WE/OlY3JVSRIGH79oUWYLv2qCgyHKUNLLIsizp9/s/gP01LYkS17MRlsB2BJHt0wlNwo8QAuUoqqqgVDVKVwSWbZLOkwWffDLj4cP7/P3/7B/y1a9+lUo2/PIv/RUWWU4vCBj2YxbzS6YXp1RZwtbWFov5lCiKAOMMTNPUGDM6A5Rw8FoHqu20ZXQQUjWKMAxpqrLNrVTIpsK1BF/72h8xHk25sb9BHAXs7G7S6XTobPT5+Ml99vb2ELbNeL4w/eOkoCkV47MJXuQzHZ3w4SdH3Lt1jY2NPsPhgKgfcnR+Sm/QZWPYZ3ujh9Dwf371/6LT7bKzNaA77PH84ik3X3mFOO7x5huvMJom9Ho9HFsx2OjSCTT3Xr7NYDDg4wePKauMG7c28QL4f5h70xjLzvPO73f25Z67161be1VXV+9ski2aFCnKEimJlG3J9iR2EluasYxxMM7yYQBnsxMECIIJggQJPDMwMgtsxJ7MTDzeJHrkkUSZoihSIqnm1uxm71171a26+73n3LMv+XAu2/aMJAsINNL7qar69kUV8N73PO/z/P//X6FgstBcJpnYgEjJKrK2doIImcFgxObWXf7w83/MT37kw/jeGLlpoScCDbPE9StXqWsNnNjjW5fvkB6lhHLGA6fOUimYZK6HkuUtgl6/Ta83wPdiJEVk7/AYo1jk1NopFhsNAn/C1bs3CGObcnkORZjh+GjIyO6ztFZjoTGLurP9Q9vb2TQgTBIFwjC3nufU+/eB2SlJAqqq/hWsXs5RzaM1BIFp5SxNCT9TqaSY08oS8nzyXCcfE8Uho3HIeDzk5NnTbO/skKYpCwvzRHGCIktoqkwUegRTu3seqhdMRQm5SzaOcmC3rKiAeH+o+37vWpBkkmkhlibJX9ys0xRRgKPWEYEfYJkaiixhGHlRpqgqI3uIaRog5K7SMAhJorxf73sBkiwR+C7DkUOlaKFpKpqmIqsyE89F0RQ0TUXXcrPa9s4OiqJg6CqKpuJ4DsVqBUVWqdeq+GEbVVERhCx/HymjUimhqhrjkU2SxBSLOhsmezQAACAASURBVKIMsiJTMAp5Qiu5o7dolUjJf9fx2GZze4vl+TmSOEQwFKRUwJBVBr0+mmQQpTHH4YjMzUjFjGqpgibnlbw4fcj7gUfgByRx7lJ2XBdZUSkXyxR0nSSO6I+HpGmEqpqIgo7rBrmjt6hh6jrid4D+vL9+JA53spSKqRMGHoYkECNij8b5U14UEdMYIYHYdwnDHPQAkMUhkiwQhvkEPAx9ao2lnNAycTFNE993ydIkB+5KAqapIwkx4/GIcqXAR559lkKhyCNPPEGxVmHsTkjTkNQLubtzk0rJQkl8VE3CcZz7G1jTNPw0RRFlZFlHQEIvFu7HDGdZgigriIqOKiRkoYfvuciSiKrmU3575HP1neuUKwUiRDbOnMMe9tnZvIc+6FGyqkRBSN/ukWYiNbPI9s4+N+/cZXlhkYcvXaBeMfj404/T2tvHDyLKloJRMbH3JkiRSndk88GHLjLujdjbP8JN9rl0/hyzc3XavToXLz1GEqTcvHKF02sNlk+ss9tqs7q6yvJsja/++ZepO3WWlmY4d2aF1EyRMnj4wSd46527fOG5PyHLMs6dPU2WZey32vhezOzCMoWyiqApyKLJ4vwK3uYVWvfaRKMUvxYhxyGKoaDWTTRV586dTQy5zs7dbQqmStXSkIQKcRwztrt5IFuUMRh4HLeHNIolPv3ss3zmsz/Pzs5N9ra2qc1UuX19yNrpFarVIs8+/WFevnHth7m5UWWJNImRBXKQchTng1JBQMjyXP90CvO4H0+R5h/4NIlJpgoyTS/kg9Cp7j2JYyBXyWQCyNNEySgMUVWFuaUlFFnJIeK6Rhjn6MIsThjbQ1RVQcwSREm470QlyxU6iZDlEs3p0FdSlPu9f8jyGYIoIQkZJH/x97zv+ozChH5vmLcrgFK5ShT62OMxchCgKhppkhJEARkCmqxgOxOGoxFWoUC9XkVXJRYWZnEnk7yHrojIqkzkxAiphB9GzNZrhEHIxHGJs4x6tYJhaniBRq0+S5ZkDHs9ypaBVSriuH5ePBka+wd7uRSxoFOpWGRyhpDBTL1Jtzdie3uLjDyYjAwc1yNJMoyChayKME2yLZgWid3DHXukISRaipjlbTVJlxFFmdHYRhb1XE0jS2iKhIBGlmY4kU8WxmQpBEGM5wXoisLq0hIbxjqOPcSxbXRdYzQIKZYtNE1haWHue/KBfyQOd0kUaM6U8X2fw8NDXC9CEkFVRJJMzA/mqbQqr5rzgackSWSigCQJWJaZX3vjhJJl3c/bULMckiCLOR5sd2+LZz/+FLOVEqfPnWZxfYMkiEDT8IKAUrFAaKdcffV1mgv1adaNnmdO+OH9g1lVVXTLwvdiREFD0XTQVDQzN4VkSYygamjlBn53l3G7hWma+YchjRHjgDdeu4yuGFhVi0996lN85YvPUTIUTFXNIxekAm98+02u37pGPEkYF+D63g5KXWe7c4B9OSDyB9T9vFKzyg3Orq+TIFCrVvA9n26rRyyC6wcYiknZKtA96IHURSJhcHzMbH2WOAp45plPMBg5XH7rXQa9PvUPf5Cz5x7k+LhFmsDdG3fIVIGFxSb72ztcef11DMVkaXmejVNrvP76q4x7HdbXzuW5+gTs7B4RZQkPPvbjvH70Gq++8h7z86fZ3nyPpVWLSerzzAc+SDHTef3qu3ztlVc4sTSPYc5Q1gxax0MODg4QBJ2ZSp1W26bV7zFy3qNQUnigfgIp8inosLSS9yR//KmLqIU6pqFSahbR1R8eIFsEDF0lSZJcc5+k9yvx9+N/BcgPf1kGMtIkRRAFyIQpdCbXt5PmYoH36Tsi+c1AFEAUJRzHZmlxHkNTKVfKFEolsiR3jsZJzuhMgf5xG8PUiKeIPMgdsvelmIhIisI01zqPHpAkRFnILe9pln+v6iS+Q+S7uSFLyB9UQpbSaXeQRAlFU1hZWWF/Zztnhor5LUYQFDqdDoPhgCzOCGUYOjaiLmF7E6JOQpoEaElKGCYoqkGlWCIDNE0liWN8NyAVIE4SJFFGlRT8iZ9n3pMRei66bpCmCUtLiwRhRKfbJ/B99LlZKpX6/XCy8WBEJkGhYODYNr12G0mUKVgm5VKRdvuYKPApWpUpEjHFcVxSMuqz87SP27SPBphmGdseULBk4ixhcWYFFYl2v8/B0RGlgoks66iihBsF+UCV3MPj+hGu7xPGKbIqUtOLCGmCLEPBUpAlifn5GqKiIUsSiqHkscLfZf1IHO66rlEoGFQqlTx7/fAYXTFJFJVB0Kcx06Qz7BNMfAxNRZZldDVvz2i6nofpT8PxCY/RRYGYnIeqSSKnN9aolU0OD/eRRJ/Yd1H0Oqoq09q9jVksstyoghCjiTKppLKwsoyfiNSrJSbumDgTCFGxu32azSZ2kEsaC4UCaQaKoZNJMv7ERSuYxGSoeoHE8zi4c5OCmcOx3weOJDHcuX2PDz35QT7044+xd/0mB3fvEDRnkSSJM2aRr7z2PB946GEEN6LbGRInCRsn57FmC2zdakEgcf7UBVzXwXZ6pJHH6vwa13faXHjgIjs7Owz2WmRZTBJGDAYDNk7O4YxaGKaJMM64/e476GfP0KyXiaOAdrvN5tY+kmZSKd1m4+QSsixjlUoctY/Z22kTRhm18iyNagk/DdFEFX84om7KFE+eoN6oYk9cBLkIGphqmShVWF69QLF8g8CzOeh2KZxyWFBWWCzUibMQURGZm23ksbQ0GIQOx90haZhw9tQ6pD77LZkwM7FDD8kweO/ONrfffouSqbJxehGtCfWGydgdcHAkMe4f4U4BKj+MJcrStA2SH/DxxJsWJSJBEqDrJn7gk0Q5DzWfy+TVrySLxHFKGk/zaVJvWv3nPFRJECiXiuiqzMSdIAgJWRIjSjqSKOI6I2Ql12gj5BkwmSDmAOxMwNBU4jjM46gRifwcEB0luaTyvm9EkkAQpyoamVQkHwjHMZPREEXOK/z3xQ5ZCqPRmObcLHNzsziDIZPxGN3QEQSRiqyw195npl5HiFM8LyDVUkolE8VQsEcuJALVci3np0Y+WZrj/waOR7VWw7EdgombizGSXMZZKplEYf6giSMY9nvUKxUMPc+C8TyP8XiCIMlo6ohSqYAoCCiqgusJTGyfNAVNNdBVlSRLkZBIwhBNFqmXiui6lku2BQEkkCWFNBOxrCqKOiCJIya+j1ySKIgWBVnLkyNFKFgGYRRhoBOkEZ4fkqUZlXIJshjVFUgymSiNESSZ/shh1O2iyiKlSgHJAM2QieKQiScQBu59M9p3Wj8Sh7thGjz99Ed55513AShMUx2zJM0tz4M+veEAXVJwHAerWEAQBAxTZ+J6+dNLFAnDmCyJ8T0bwyoTRAGmprDQnGFxrkylovP4j10iCAIUSeRoc5OZRhGjYpERYJhlYkGhUF+g7Meonkcm5MMiVdEoVioc+g4pEnEmIssKk4lLpVLJh7aei6mq0/4piKrEe5dfpS5L02Gudh/UcXiwy1yjStFQefmFrzLujyjPzOB4MSn5hhcEWFlZJnImNJtNrt++x2xzidgNuXX1DhfPfYA4lUhikUajiW2PaHdzKdncyhKmoWMrAgvLy4yHNyjpIkt1g9LKOc49eolKqUz7sMXLL7+EYuq8+uqrpIKOaeoUimWCKKTXHfG1F17hM5/5DHOL61y7tUd63OFCnOJFMWGS0h/1SSKb06dPM79wkjubW9RnqjQXF6g0iqydPIukGNSLGv3WAVmc4L08zCOUXZkrb13jeNhD1mVOLq9iagajwZhhb0ixWKFam+fBhx5GIKZYKfLC119jcW6e44ND9nd3sDsdmqfO4o4FtkZt6k2FsT+h1Tpmb6eL/5dA6v++lyzJLCws0OvlycDKtO2SZrlrOgoC/DBEnoZ0KUre85ZkKZdCTqeqSZJnucdJhCyrUzi2SMHUKRgqqibRbNTzKGFBwLXH6LqCrCpkJMiySoqIopkkSZoLF4R8GieJEqqqMkniqedEQJDE6Q0156NGSQ6feH8GgCgwbHfQRWE6zJWmBi1wJzamrqFKEq2DfaIgRNV1oiSnY8XTEDTLKpBGEYZhMBiNMcwCaZwy7I+oVWZIM4E0FTB0gzAK8fwAx7YxLQtZlghFMK0CYX+IIgkUNAnVqlBpzKApKp7r0mq1EGWJ9vExmZBHGyuqSpKm+H7IweERGxsbmIUSg9GEzPOopjklKclyTXqWRlQqZUyzxGhso+kaRsFE01WKpQqCKKEpIoE7yaMlWkEeoRwL9LoDvNBHlERKlpWrdIKQwA9RVBVVN6nX6kCKoqocto4pKCaeO2HiOESeh1GuEIdghx66IRImEa7r4dj+j77OPQwD4iTi9OkNjo+PsftDfN/LpVppghN4uJ6HWMhxfIoq3+81yZI4jfrNSSlJFONMxpjFEqIkoAgpo26XpbkClqEybB/et1EXCgb10yssLixDsQCKgSoXiOIEqzaLe3CbLBOJooRarcx4EmAVKnQ6PQqVGdIko1wuEzguru1gzcwi6zkFXYgiPPuY2aKC1xvRXF6+L2WTZZm72zv0e0O2bm+yujLP2PZQVJNOv03r6BghcZgpljENg5EzwtR0Bu0+nh1Qb1Y5c+IMly9f5sq7uXzzJ599mt3WDrs3bIIw4Hhnm1qlzH/13/warhfg+hMuPnAWIQ3Y2TzizffexbIsFpuL9ByP3Vt3KBQtMlFnY30V355Qr9a4dOkRtjZ3efGVb/ORpz7GL/3nf5fh4Agk6MebZLLOcb+FIFaIBY0rV64gqRpbu3vs7O5y+sIpbt/c4qjX4+MfeYxnP/YR+u0Ojz36MPu9Fndv7rJ3NMT1I06fnOG9d69x7sJD6KUScwvzlOszGMUS/fGIakEn9V1+6uMq40nEKHB5/JGHuHP1Grog0B+N8byEsXNIKrpEvsPHnvoAb24e/DU78Ae30jQhzfIixfU8oiAgifNBpZBlREkeaSEoMmKS3c/8h1wQk5G7SCUp17vHUYisqFMUX0bo+xQMGUWSCLy/AMfLsoRetjBNCxQFRBlJlEnTDEUziOMRZDmuT9PU6aBVzRUZmo4YZahq3v6IowhFN3ISlJAf5knoYagisR9iWhZ59EAekDayc1WKPRpjWSZhlAMovMDDdT2ENEJXc0BFGOWxCoEXkEQJmqFRKZbpdDr0+iKSKLG8tIDjOjjDiDRNcB0bXVV58KEHieOUOImpVSsIWYo99uj0+/nn2zAJohhnlN9gECTKJYs4itFUjZl6A3vscHjUYX5+gVPnH8ihJAL4mQ2ChBe4IORhab1eD0GSsIcOjuNQrpYZDce4QcDiXIOlxXl8z2O2UWfiu4yGDhMvIE5SyiWdQX9ApVpDUlVM00TVdSRFJYhCNFkiS2KWF+aJ4pQwiZmdqTPuD5DIFYBxkhFGLggxaRyxuDCDpn1nhCT8iBzuiqKQpAG3bt9G11XKJQuBnDmaSNAd9BFlCT8IMHXtrxiXNCXXuSeiMFXRxIBMRpT3NDOZs2dOUrE0OlGAoogEQcrZs6ewymXqaxuEko6cGYhxBASYqslo2EVVZXa27jHfXCAKkzy3I4mQJB8QcW0HVZJxHIf5pcU882J6/QsGQ3ZuX8WQAoq1GURNuW+wCsOQt67d5M3X32GluUgcpViWzMUzJwlcm5K5gqbnhChRFBEUlVZ3SGNxkcZcg80bNzhz5gzjyZj9Thc3Tnn+hT9neaXJZuuYiibzmc/+TQ52tvmzL32RtbUVDo46bG/v43sRmirRarV4/MFLDNs2h+0ukyDmuH+AaRYpn1jmgz/2IK+8/haGLvD4hx/FTwQ+/PRHKdQXiCObYGJz4aEn6LZbvPbN51mcrXP51TcRQh/NLJCJElkmMOiNufTIwyyfWKYzGlOzitTqTWRdo15pcOvKXYLYJUoSRp7L6XPn2XjwIq4fULEKREHI0cEh7sTGSWMC16ZcLfLe7beo1xvEnsew3+WRh89gWAbnzj3C/vEht6+/yfmLJ6lWNUTxu1c3P+j1/nB9OBrlw3RFIeJ9YxP4YZDnySQpsiQSJzGqqN6PI4A8WfE+PFsAyBmsQiZQKedGOj/NYQ5JklGp5ExSrVgiFSVEchKUkKZTfbePKIrY9hjTyDNfFFUjylKEOIfhxFGO+YviCLNQyIe7pCRRShKE2KM+spDks6ZpVk6eCZ/SHQzptntYRoE0naAoIrVKiSQOUUsWkgSWVcwfcKKUz4MKBXRTxx4MKVfKhFHe3ojTjP2DAwqWgT3xUCWRjY01Jo7D7u4OxaLFxPVw7HyeIYk5frNZmyH0IyaeT5SkeP4EWVZQSxazjRpH7S6yDM25WeIs5zgoeoE0jUiikGp9Ft9zaR/vU9B12u0uQpKbu7IpHCUIQmZm6hTSFC+M0BUFXTcRJBFN1Rn2xyRpTJpmhHFMuVKlXKsRJymqkkcSe5NJ3nrKMtI4RNUUBqMuum6QxQlB4NOol5ECmWp1honrMhx2mKmV0DTpL+WK/rvr+z7cp5nXbwAHWZZ9WhCEE+Qwgzo5g/JvZVkWCoKgAf8MeIScUvOfZFm2/T3fO8u4/K3XWD1xGlHQOBaOUCSZNIkQspTAj0iSDFkWidMMZQrUTpKIoqGjqzJxnCKR63EVVURKUnRZww9ctnd3WFv9MfZah6yvrdAb2RRqdWpzcxSqFew4z3XI0ohAkEAU6Le26PWPSHwH1x1TKjU4Pm6hChnjfgeEAN0skwQDZuolMjEhSyI0vc7g6C7f/NIf8dCFs4y8DMsqIWsWkZTmIOIo4tM/9SzffP2b7AyPOOznf+uRHdAbDPjoh5+kXjVRJAFhPMGLImZmG4iiSLVa5sTC02zeusGTD26w065ze6dFFEQsL51EzESe+cTT3NzZ4ssvvcJso4xUkCjLKkoU4ooxgZRSnq8iaALlSgnZ1lDimKpZwp84HLT7rG1As9ngytV7rCzaVOsN7tzepLYUoGoZpmYymnj0Do4pVOtstXtsto44Pd9EVSRsP2F5bYGilnFwuMtcvUG93GA4HvOVF/8Nn/7UJ1k9dZJP/vSneO3b7/D4E08yvzaP5CaMRyMKisLc2gm8Tovf/q2/z6lzDyCmEWfWltnab3HUHRKnIoedFoZVpzUIqFeqCAqMQo+Tp9bRhIzxfg/1e8jFfpD7+v3VOT7GKlYQEHEFb2pYghyxl4Olxft4OoEkicmy3P4viQJ55qKAnIEo5RV/jsCLsR2HYnGGiTuhVLTwwwhZ09BME0XTCFMhV+BkKYkwTUt0bYLAJUty97Sq6nium98EAg9VSJBklSwN0DU1b99kKZKkE7hjjvY2qVcrhHFerIiSQipkpKKIkKasLi9x3D7CDl0mQS79dKM8AHB+rjnlMwgQRcRpim7knFtNVSkuLmAPB8zVS9iexshxSZMUq1BCQGBpcYGhY7N3eIRhqIiKiCrm2TeQ/42qqYEEqqYihj5imqIaKkmUH/bFUgnTMOj1x1hmhKYbjEY2epwiSrmxKIwTgomHrOqMfR/bdSmbBqIoECUZllFAETMmroOpGeiqThBF7B3usrqyjFUusbSyQrvTZbY5h2mZiPGULieKmMUisedy872rlCtVhCylXLSwJy6uH5JmAhPPRVY03CDJK3QRwjSmVCohCRnRxP+LzKHvsL538sxfXX8XuPGXvv/fgN/MsmwDGAC/Mv35rwCD6c9/c/q677lEUULI4Oo7VyDNSS1JGuX514qEF3gIkkScgR8n90EeaZwgZNxH1xmGQalUwjTN+2Dt9fV1dF3ntddeo9Fo4JFw5uGLFGeqSIaG67qUy+XpVVZGSEJC12EwHtG5u0fmp0wmAbIk4CYTJhM7t+cPHUQhQxLBHgwYdY7ptbbwevsMW5tkgcuf/vHnUeVcby8JIqaiQZoxHo4Q0pSf+xv/AQ9cOMdcs8FoNESVJXRFZnFhAc0w2Tvs4roupYLK2uoCaRzx5T97AXdqWUZQ0FWVxx97EF1PEdIJn/ub/xFHu/vcvXqNJx98mJqscbC9T7FYZGNjnZOrK1RVk4KqM/Zdbuxuo2sFAj/G92LCMA9Je+WVV+j3+/SPW9y6+h7ucMBz/+L3+Npzz/GlP/gT7lx5l3/2j3+Ll956nm+/8wr93jHNykwOGQ5s4tRGMxIWV5YxCiaFUhHHGSNkeUTz7/zfv8s3v/4tZEHg8UcfZGm+jjfs8fWvf4Xd7du8/e1v8o/+9/+TG1eu8PAjlzg4PmLiBQwnERkyllVgbr7G4tIStufzyjevcP36Pl/60gvs7O4hW7Pc3Dni3v7BXxeN+gPb1/AXdK3+tOeexHmbJnd25nALpnCOeBrvm6ZpLjvMyKWHU5mjqqp/xaldKhWRJInj4za6bhCTUanXUHUt/7xMVV3ClJRElpDEEWEY4o0mkOTRw4IgEGcRcRQhCpAE0X0DVRQEhJ6H79rE/oTAHUMSs7O1Pb1ZCAgCyKIEGYRBCGScWDtBrVrBNHL9vCQISKJAwSwgyjLOxM9/P0WkaJlkacre7iFxHE3llnlLZrZRJx9TRJw+tY7rOIz6A+bqdTRBYmI7KIpCqVykVLTQJDl31SYxA8dGkmTSJH+Ivp9KeXR0hB8EBK7LqD8gDgN27t7mYGebvc0tRr0+d65f47C7T6d3ROB7GKpOmqQkSUSaRUhSRsGykOUcQhPFeSGaZRk3b93i6PAYUYDZRh3L1ElCn8PWHo4zotc+4vo77zLs9ajP1Jl4HlGSEsYpIKIoMqapUbDyFvHRcZ/BYMLe7gG24yAqBkPbYzyZ3Ie+fKf1fVXugiAsAZ8C/hfg14R8x34M+Mz0Jb8H/E/APwJ+dvo1wB8BvyUIgvC9cGRZmhJMXLyJhz0cIUopSRKTJBGOPaFcLTLwPaIwRZFUJC3fsMTJNCmycP+DVCqW0A0TPxGR04Td3V2q5hIPPbBBBjTn5/CDgFo1BxdI0z6iLMtksUAWThgNuiDCyfVTjMKQSn0O1xmiiSmKBEPHZeA4DOwxc/Uy16/fpD63gCTGrC6vsHn1XQ4371IvzWBpxlTOlgfrp1mKMxpz6+Z1nvnE07z66pu8tP8ShiIz32yQxS5X3nmTw06HncMOzz5yiflGnZ2te+zvHjE3O0ujUmHQ64KqkaYJGysLPPbw56hWyhzu7uDaQ+YbM4hZQklW8NKMo3Yb0pT+UYtGrUl/PGJ9fZ172zsogkKpVOLguMtMrcTa6jJ379yk1wtZW5pnZI9RJJHzGwvcuXcXx3FYadQoazHFRoWlpRqZm2F6MhkBGxtLlBt1dg+PcSY+P/bjH6J90LofkVyp11hYWeHu5gELq/Ps797m3u5tsljgoHNMnMYcbO2wvXXAvXffYH3jBOsrK7z1xlVu3z3AHo0plyyybI7dgy2u3bnDqO9x4ew5RiOfVqeDrFgMRwHuYIzt+j+UfQ3TWN8oJokToiBEEDOy6XA0jCJUVSFIYpI0zx0XpPfDxPLXiGL+ERXI95Asy8SZgJhlOI6DJheo13KJoGEaUzCNmssBhTwtXhBFSCFJ4jyuV4BSqUyYJqi6QRwFSEKGKEIYxQRRTBBFmLrKYDBEN00Eco6w3e8zGY/RVB1FkqeyzvfbR3m08HA4YHFxgfZxh8NJC0kUMQ2DLIvp9Tq4no/teizNzGDqOo49ZuK4mIaOoWqEvk9+omeULZPZ+mk0TWXi2MRRHiooZBmqKBJn5GqoDHzXxdAMgijM3e22jYiIoipMXB9dVylaFuPRkMD3KVomYZgnblZLOeYviiIsXUeVMhRDxbI0shjCWAQSSuUCqq7juB5RnNCYa+K5LoGfV9GqpmFaFuPxhIJlMpmMGDsjSGHieaRZhmvb2LbLuN+hWCpRsiy6nT6j0eS+RwHAmdj0RyPCIKZaqRCGCa7jI4o2QZgQh1GOW/wu6/tty/x94L8FitPv68BwChAG2AcWp18vAnvTjR0LgjCavr773d5ckWUmtoNpWHTabSRJxHUdFFVibm6Wy7dvMQ6myDHfp2DmWvOibiAJAuE0bsB1XWq1GqVyhf3jPkKYIskyjUaD8XjMTHOWbuuY5soquqzgTynw7w9kEz+ke3SIZ/enJgqTilZCFEUOtm5ycO82u/d2aA9H1OcXuPONF/nFn/9Zrl15h+LuAWVNpr+5zajXRc4UTFUjinKHbRrH+JGPVbI4arWY2CNkUcAeD/nUT/4Eoe9y7erbfOixx3jzzcuMxi7HgzFRHJM5IYP2mOX5Rfb3Dxn22jSbTebX1rl44QKDfpfN25v4roMqimQyTEKXYGyzvjjP7nGHTq/PxtoKgevgRAFClJC4PjOVMr474fEPXeIP/uQ5BKFIGIY0Gg3SKKTSKPPL/+Wvcv3aVW6//RqdbpeJk7fETp1ZYuvmMUqzgDMa4U4m+KHH7Vsh7rV77Bwc4z4asnb+HOX6DP3DPSqVCtVGg0AUKJVmKZRC3v3aFeJYZOtWj62DA+ZnZnnqsSeo+zGZO+Lk0hIzc4vcq7Z4+VtvIksS1WKJK1feYxQOQA94+plHSFOP/dY+rdGE2UqFpaUVvn3cJfzuxc0PdF8DiIJIHMXIkoznedOo3whRFDANg85wdP/3E5IERRbzREgxB3mkSYo8ZanquoaiakzcAMgHp7puEIYRumHk9CLLyp2qU25ABpBOyT/eJHdJ6xqSKKNJ+a1yYg+ZjEc4YwcvCNFNk1Grz8b6KoNeF8UxUCWBwHYIfT8nAv0lN22W5rn0iirjuS5xGCIKEEYhK8vLpElMv99lrjFLp9shjGK8ICLNUohSAi/EMgs4Ezevkg0Ds1iiVq0SBD7j0ZgkjpCmt5g4jUnCME9s9Hx8P6BUtEhihWiqw8/iJJczxjHN5gz3trYRyCWRuqGTpSmqrnL6/HkGgz6j7jGe7xNHuXO4VC5gDz1EUyYKw3z+l8aMhilxOsaZeMSzCcVqBVXTCSQHTdPQdJ1EEFBUSelzIAAAGcxJREFUHUVJ6R/2SFMBe+RjTyaYusH8bBMtySAOKVkFdNNkrLm0jjuIgoCmqvR6A8I0AClhYalBlsVM3AluGGGoKpZl0e74JP9/4gcEQfg00M6y7E1BEJ76617//S5BEP4O8HcAqkUL3aqgyyaT8T6Rl1KcXabb38NQQcygqEvImUwxycnmN3bbmPKEE5USVVmCzCMe5w7GQqEIcQchCWnMVrlx6x4b67NUqwVqtRksw2QymaAaRQRJI4tCBEXH81wsq0Rjdi7PgRcEJsMxv/fb/5jYdbl16xbN2RmccYeyLvJjH7yE5wV8+MMf5gtf+iKnV1YYDnxUSUEuGfiJjztsM7u8gKBq/NEf/Es+94s/h6JIrC+ucLS1T7fV4ZuvXEYVZAbukHdv3uSDDz1MlPbJwpBvXr3OxsoKaaZQrZXQJIEb2wfMNGeouWO29/d5+bXXcnNXGvHgxQsQJ6iyhptMuHHjFsV6neVmkwfOneamGEEscdef0NrbZWA7uGS0xkPm6haSmNEe7RAlPk1zmapZ5c61O/yTf/n7/MRDF3n8sRm2Nnc4tbZAr6dzWGxDlFCQLTwp5NzpJY7aHWqVIvPzizzzzEeYdI5pb2+yeOYB3HGPdNSl0+7ReKDM5VfeJrM1mvMNgobJuY0HGI1GXHnvJq3jQ86cWCXTZN5+9zL3dveIiSgUS7y9uYM3GXN2fYlzi2s8/tDTLC02+MTHBrzw1W/x4ivf4PHHH6dcqXP3ePjvbV//23u7OdtAUlQkQSaKJqRxhmIU8P0JspS3PhQppwcpWYqiKAwdD0+MKaoKmqhBlJCGMWmBPFcm8xCyFN3QGI7GlIoGmiajazqylD8IRDlXh5AmIOYtGkVW0XWTvMYWiMOQ2zdvkMYxo+EQw9CJIh9VgsZsnThOmJubY3tvl7JlEQQJkiAiqApJlhAHHkbBRBAltjbvcvrkCURRpFSwcO1JHvV71EFEIIhD+sMhs7UZ0iyANOG4P6RkWWSIqJpKSRAYOhN0Q0eLQ+zJhKPj9lRvn1KrVafhZCJxljIYjlA1jYJpUKuWGQoppAIj28F1nDyRlQw3CjF1BUHI8EKHNE0w5AKarDEajLhx9y7L9RrNho5tO5SKJoEv4apennMlKMRCSqVcxvN8NE3BNAssLc4Tex5ebFOo1IhDnyz0c4dpTaVz1CWLJAxTJ9FlKqUaYRjS7w9xvQnlYhFEgV6vw9iZkJEiKTrdsU0SR1SKBSqFIrO1BayCTrQQcHBwzOFRi/PNJqqqT02d33l9P5X7k8DPCILwU4AOlIB/AFQEQZCnVc4S8L7e7ABYBvYFQZCBMvkA6q+sLMv+KfBPAU4uL2ShO2bk9tEsk1Ip5vW33qF93KIlCJxabSIKEgVDxwxsHnjkMQ5//znWF+d46KGLfPWll2jU6hQ1nSSJGI0GiGJ+DR0Oh8zPVBBFMb/G6iaa66JaFoVCIXf4TXuYkSEjahKSrDI47rB56y6f/+M/YXPrDq7rYBgFlksFtMzn9vYOaqvN890ulmXxk5/8CcZHR8TOEFmWqTZm8YLJfV17HAWcPnmCMIo4sX6a67e2eeO9u3zhz17g5JmzKLJCYHucnJ/FkiXqlSrzT67S3t+jVi1PI0d1Lj16nuOvfR3P86jVapiaxnA8IANsL+LytTtUdYEwyVUaD108z6OXHkRQZLrjMQMnxB11Wd84QavTZbDfJxAkVhpVqprK7v4uVtHCHfuMohHb3TYTPSOpxryyf5kPLT6AnMW0j485OGzx8Y8+xYsvfI2J4xD7LmfOfZT1U6cBOO522N3Zodvt5pn4lQr2eEQWJ2iqwTh0WV5dYW62ydW332K2XmNnZwfXdXFdlwfOnKPbOebare3c+i0qJKLMzuExrufw6IWTfOyJR9hYP4lV0di5+x5XrryDLBksra/w3Jc+z7jb5vjo39l+P7B9/W/v7fNnT2dpHBLGAZIioyop7W4Pz3Nxx1C28nwVRZKQ04jqTAP33g5F06Ber3HQaqFreg7DTnOzzvvRu2GYq8cEAaIoykPp4hhJUZDlvA0oTINgUlkASc5BKK7PeDRie2ub8XiUz7ZkmYKqIJEwchxs12ff91EUmeWlZULPzYug6W0hSeMpNCR3rZZLRZI0pVgqMxjadPtjtncPKJXzz14axZRMA0XMK9O55hzexEHT1Gn7SWKmUWXv8HAK49GRJYkwDMiAKEnp9EdokjCtVjPqtSqNeg1BFPGjkCBKiUOfUrmI6/kEk4AEAUvX0HQDZ+IgT1V2YRpi+x6xBJmWceR0aBZqCFmK73pMXJfF+QUODw6Iotw/U6nMUyrnpbLn+ziOje/7yHKelxNFYQ4nkSSiNKZQtDAMg363i6FrOLZNHOfS12qliu959EcOcZzn52eCiO16xHHEbLXEQnOGUqmEoorY4wG9Xg9RkLCKFtt7W0S+h+d+d4zk9wPI/g3gNwCmFc5/nWXZZwVB+EPg58mVBZ8Dnpv+lz+dfv/q9N+/9tf1JaMoZq5R4eatTW5sbdKcK/HwxdPoj36AVBR54603WGk2eOTSed585SVUVaTZrLO0NM+bb76JKIrst1rMV2pce+8KM7NNGrNNEFKq1Sqzsw0KBZVCwbw/kALuD1ikaWVz7/YdTm+cAuDLX/4yL3zlz6nXapw5c4bdrU3a3RGvvv4mf/tzv8Cf/elzCILLf/yZz2CaJt968UVmDYnYdaguVDAtk9m5GWZmZpAkCSlLuHjhHIIg8LVvfIPnvvgKi4uLfPLZn2RxZZlXv/ECP/fTP82g1yVSMg7295mbW2F2ZobjwwMuXnqQl156la+++A10w2Bne5OHLl6AJGFsT3j6mWe4cPESf/KFz/PW6y9Tb85zfPM2H3zkZ3Ach+W1VQxTY311hWvv3eKNt94iEURcP0TQNK5evcqjF86zsbbK9ds38LMY+3iTaC5j9cQcp1aX+cTjj+Pd6yBIJp//18+j6QX2jjo884lPMOh22N66xxe//BXi0GdjfZ1Op8NHn36KU+snmZmZYWvzNkECQZyxvrbCqNMjjRO27m7T7Ywo12dQRAFZAF2RScKASx94jHtb2xx2bGZmqiRJRLc/oteLOX1yg4sXLqDKKokUs7S6yMraOltbO+izVW5efY+LTzzK7e4rP5R9ne+xDEPPK+yhPcYwVOq1MpI0QyYIdLsdLENnZqZK96iFJAoYhoZlmXS7XRAEJq6LqWn0Bz10w8Aw8upbVTV0Xc/ZqXJ+cN+n80zbJYIIaZYyHo0ol8oA7O3vcbB3gK5pVCplHNvG80OO2x3Onj7J7s4OELO+sYEsyxwfHmLIAmkcYZoqsiJjKDq6ruf5OGS5zlyAg1aLnd0jCmaB5aVlCpbFceuAE6urBL5PKsJkMsE0c6qZN5lQm6nRah2zf9hClmVse0y9VoMsJYxiFpaWqNbqbG1v02230A0TbzhidmY175EXi0iySNGyGAyGdLrd/GaSJAiiRL/fZ7ZapVS0GIyGJFlK5NmkJhSLeSTH4myTeOwhCDJbu/tIkozjejmK0/ewx2N29/ZJp2oV3/OZX5jPZ3y6jm2PSDJIUygWLUIvR2raIxvfz01copAPnyVRJEsSZmYajG2biReh61o+ZPdDAlLKpRK1ai2X0goZBauAVSxijx0kQ2PYH1Cbnf2BZcv8d8DvC4Lw94C3gd+Z/vx3gP9HEIS7QB/4hb/ujTRd41vffJFP/sTf4PXf/QPevnWbxarEr//6r/O//uY/JPFjzq+tcvvWDX75P/tVnFTjpRubHNlDnvnYxxnYDu+++y7z5RqylDLx8oCxLEvY29vDkMF3M1RpjmKpkhsILOs+1ENRFOyRQyGT8Np9lGqFDz35JAPH4Y//33/FBy9eZGmmiZjp7O9uQZTy2V/4LJffeot//vu/z3/6K7/CuDegPmORRCGOZ6NObJrNRv5UzjIyElRVptvt0pxfZKZepd065OKDF3j04jkKyoR3L1/lxVdfJ9JUfu2Xf4kvPf8i8zM1hNhlMrH5xLOf5NXLrxFFEQ899BClUokrb71Fzwl59/Y2X33hRS6cPcVv/A//Pa4f8dLzXyEMHfRynU6vy533riEIIa9e2WfiRRSrVWabSyRiQjJM2dnZ4bEHHuTJD3yIWFS4d/sOZ06f5eLSGj/xyafZvbrLF668TCbqtHoTgsRF2j/i2q0t6rUyH37yCc4//DBp6BP5Ey49/ADlygxvvPEGg0YfSxNYXV0jVUvs3rvN5ddeZv30Gfr9Pgur62RpyKlTJ9ne3mY8HvOzn/5prt64Q7tvs7p2klpJRBZiSpbOL/78f8jG4hKbh7u0uz1ubr7DE48/xQcffYqPnDzF6b17dHb3KFebuF7wQ9nXwFTNcsjy0hrt2/foDkcUNIGHH36Yd65eI40zKkWL0XDI6fPniDKJ1nCMG4YsLiwSRhG9fg9T1RGFjCiO89wkMiYTB3kKKZOKxn01jThNjhTEPGo4CiPkTCTxAkRNpdmcI4gitu7eY7ZWo6AbkElMHBtS2Di5Qafb5e69u5w9c5bID9D1PDgsjiOkOMIwdLI0m0o681wa3/cxzQK6puG5E2r1Go1aBVmM6Lf7HLbbpKLExTOn2Ns/xNQ1SHOT1OLSMsftnF9Qr9dRVYVet4sfpfSHNvsHh9QqJS5dukScpLT290nTCFnV8QOfUb8PQspxzyGOUxRNwzAKZEJGGmTYjsNsrcbcTJNUEBkPR1TKFWqFIkvLCzh9h+1+C5Bx/YgkixEnHoPRDTRNZW6uSXWmTjYlVc3Ua6iqTqfTITRyNV3RssgkFWc8onPcoliu4AcBBatERkK5XMK2bcIoZG11lf5ghBdEFIslNFVAEFJUWWJ2fY1SwWLsOvi+z3DcY7Y5z2xjgfmlMmVnjO84qFrOXf1uS/hh8yUBVmar2c88eobnv/46P/eZz/IPf/tfYCgiFR1+77f/Lz73q/8FZ5dP0Do+Ym6uwU99+lMsLi5z3Dpi4/RJlBDaeztMvC7Vxgy+7fHGlVtstlySyKGgiJxaaXJ6Y55Hn3gCwdCpzc3nATxmlUyU2bl7E88J0M0C5WqVTIBYVsmyjFF/zNdf/Ab//Hf/CVIKv/SpZ1hvlBiOPb7w2msMhg6PrC4zY0n4Y4fm4gKJnLF6YoVT584iyhLleo1UVNhtdShWZ7h75TqX37mBJEnMVQtYpsHLl6+zv7/L+TMLqKbG1es7LK4sc+PmVVZrVZbm5zj/gUd54fkvsbh4gqc++lEqZZPDowNESeELf/olDlsdNpYq/MLf+tvMLSzzxisv4sYZTq/NiZUTvPH2NW5v3qBYqlKuzxJm0Fxf4ZmnnyLsdvnKV18gi2LOb5zASyZcOHuOL/zZV9hrj3nhm6/z4HKTtZNnuLd7yOLqGnEc887b79GYrbO6tsDD51Z56PyDjMdd+r1D+t02T37kGdqdIU7gsLi2QblY4fnP/yGyIGNWyly5dQdBNZitztLvtKmWS5w8scbDj17ii//6y4zHNucunOfytXd4862rPP7Qwzz79Ecx6hV0WeD5r3yJUqlCmgk89IFH+MbLrzBTqHPj+lusnznB3/vtP6TTH393QfAPcJ09dTL7P/7n/5H9Vpv1jQ2u3byLJIImwVMf+TBff/kVKlYJ13UxTJ2VlRUKBWsq0S0hpuA5DnHio+o6SRTT6Y2w3ZgsjZBFgbJlUC6bNGZzmpFm5n1wQdaAfGifRAmSrKBqGgDptMIP/ZDDwxZ3bt9AyOD0yhIlQyEIE7bbxwRBRKNoocsCSRRhFPID0ypalKsVBEFE1TUyQcRxPRRNZ9wb0u4NEAUBQ1NQZImj9hBn4lCtmEiyRH+QxwgMh32s/6+9c4uxqyrj+O87l33OPveZczrTM52Z3qClUCotmEDEYDCEpvJifEFMTExQgyaovAgh8V0fjDEa8ZIoUUhQRNpUCCKiYJQCsZXS60zpTGc693ObOdd9LsuHvaeOtdJyme59xvVLTmbttffDf635z5q9zlrr+0IhYhGTVKaPqclzRKIJBrJZDCNAtVZBxMfY+ASVao1kNMTWa7cTicSYn5mipRTNeo14LMF8Lk9psWgf6w+ZdAAzHmNwYIB2vc7k+fPQ6ZBKJGirJj2pHsbOTVCuNZmanaM3ahJPJFksV4nG43Q6HXILBcJmmHg8QjoVI92TxmrWadQrNOp1+rMbqNUsWp0mkZgdQnjy7Dt2TlrDIFdcRPx+wiGTRq1GyDBIxOOk+9KcG5/Aspr09PQwV8ixsJCnL51mcCBLIBTC74PJiQkMw0AhpDMZpqdnCAfDFAsLxJNxvvDVbzB65p1LetsTJ1QjpsnuXTeQWLeBnz7+BH6/j2Rvmmp+ni/e/wBf/tL9PPv077hp983kS3kOHvg9iVicBx96kL+89jfG3z5NqN3innvu5Nqdu1gqlpgpVBmdOnphn3G5bMdjL5fLZFJJO/2eCB2rjmHGOXH8FDfv/iizcwv4gyHCEZNGo0qn0yGVSnHfffdx9967OHn8FL/4wfe4YThLPl9kqVxn5/Yt3L5nJ28fOYw/EMCMRihUSqQScaxGjXgoYYdwFVjf1883H/0W24YHODs5xfr+AaJDaZpNWKpYNDoBDh05yYaBIYISZn6mgBGMkd0wQKvd4tkD+/n0vrsZG5+iXrUX3iJhkz+8+DILuQJ96wcIR0M8s/85tm7bytbBPo4f+gdGp0kwFKJcqzKwYZhKrcruXTeyadMmyuUqR157g+cO7KfTsrjj1o8xNnqGdf29jBw9TjaeZMeW6/nI9h1Mnz/N9NwsfX0J2q0qG4c2EvQFiUTD3L33TubGRzh27ARnx0YYHuojnsyQWddPqdwgt5ijWixw4vARFksVNg1nCcei9PX18crf32A2mSNiBCkWi1iWRdsHc/MzbNu2jVdf/TMjkxNgWdx43TbCIT+xqEkpX+D2j99BKpnkyOG3ePKXv+L89Ayf+dRekskgw8MZDMM9mwf8fjLpHgwzwsnTo3bC5FCYVqPOK6/8lR07rmPsnTHSmQwNq8H4+DmMoMHOXTuZnp1hqVDC31Fs3DhAoqeXpmVRa7RYrOZZztHXbDYJh8M0W03CIXsnmT8A0m7hCxgUCyUymXXUanU7TG/AT9uZURohg2uuuYbBoUGKhSKnjx2lJxah0bDssBupBOszveRzC3awskAAq2VHR2232xiGb/n0FaYZ4fXX3yQZi7BUqRIxIySiYTodsFptOkqYyxWJRmL4CFCvNvD5gkSiETpKMTY+xubhQZaWqnYSarFP1E5OTlGvNzDNKP6An7Nj50ikEiSiJoW5BTu8rhMLJxqN0WzZb9bxWJxmq0Vubp5z42OoTodsfz/lxUXCZohSvkAkaJBK9JBOpahWSlRrNUzToNNpEYvF8IkdymFwaAP1col8ocDS0iKxWJigEbZ3KzXbNGp1WpZFMZejaTWJxyL4g0FMM8z07Dwhw060YVkWnU4bJVCr1UimkkzPTFGqVKDdpjeVJOATgkE/Vr3B+myWkGGwsJBn9PQIlWqNzcODGIaPWCyM3/8uB/S88OYuIkvAKbd1fAAyXGZLnIfpZu1wZfo3KqXWXQ0xF9Pl3v5/8IZXuVLt/9PbnnhzB04ppW5xW8T7RUTe7Fb93awdukJ/13q7C/r2Xelm/R+G9vcSfkCj0Wg0XYIe3DUajWYN4pXB/SduC/iAdLP+btYO3tfvdX3vRjdrh+7W/4G1e2JBVaPRaDQfLl55c9doNBrNh4jrg7uI7BWRUyIyKiIPu63nYkRkSEReFpHjInJMRL7m1PeKyIsiMuL87HHqRUS+77TnLRHZ424L7IQUInJYRA4615tF5JCj8SkRMZz6kHM96tzf5KZuR1NKRJ4WkZMickJEbuuGvve6r0F7203djqbV9faFjOUufAA/cAbYAhjAP4Hr3dR0CY1ZYI9TjgOngeuB7wAPO/UPA992yvuA57GPmNwKHPJAGx4CngQOOte/Bu51yo8BDzjlrwCPOeV7gac8oP1x4H6nbAApr/d9N/ja0am97a72VfW22427DXhhxfUjwCNud/plNO8H7sI+mJJ16rLY+5kBfgx8dsXzF55zSe8g8BJ2EoqDjjkWgMDFvwPgBeA2pxxwnhMXtSeBsxdr8Hrfd6OvHZ3a21dP+6p72+2vZS4kQHBYmRzBczhTud3AIaBfKTXt3JoB+p2y19q0nJBiOcLQFSekAJYTUrjFZmAe+Lkz9f6ZiETxft97RccVo7191Vl1b7s9uHcNIhIDfgt8XSm1uPKesv+Vem7bkaxISOG2lvdJANgD/EgptRuoYE9VL+DVvu8mtLddYdW97fbgvpwAYZmVyRE8g4gEsc3/hFLqGad6VkSyzv0sMOfUe6lNywkpxrDjk9/JioQUzjOXSkiBXCYhxVViEphUSh1yrp/G/oPwet97Rcdl0d52jVX3ttuD+xvAtc4Kt4G90HHAZU3/gYgIdizvE0qp7664tZy8Af47qcPnndXtW4HSimnWVUUp9YhSalAptQm7b/+klPoc8DJ2wgm4dEIKeA8JKVYLpdQMMCEi252qTwLH8X7fe97XoL295r3t1oLCioWBfdir9GeAR93Wcwl9t2NPjd4Cjjiffdjf170EjAB/BHqd5wX4odOeo8AtbrfB0fUJ/r2jYAvwOjAK/AYIOfVh53rUub/FA7pvAt50+v9ZoKcb+t7rvnY0am+7q3tVva1PqGo0Gs0axO2vZTQajUazCujBXaPRaNYgenDXaDSaNYge3DUajWYNogd3jUajWYPowV2j0WjWIHpw12g0mjWIHtw1Go1mDfIvJFsKtbAccUcAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(cpu_output)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  },
  "pycharm": {
   "stem_cell": {
    "cell_type": "raw",
    "metadata": {
     "collapsed": false
    },
    "source": []
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
